151
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Hannagan T, Nieder A, Viswanathan P, Dehaene S. A random-matrix theory of the number sense. Philos Trans R Soc Lond B Biol Sci 2018; 373:rstb.2017.0253. [PMID: 29292354 DOI: 10.1098/rstb.2017.0253] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/23/2017] [Indexed: 01/29/2023] Open
Abstract
Number sense, a spontaneous ability to process approximate numbers, has been documented in human adults, infants and newborns, and many other animals. Species as distant as monkeys and crows exhibit very similar neurons tuned to specific numerosities. How number sense can emerge in the absence of learning or fine tuning is currently unknown. We introduce a random-matrix theory of self-organized neural states where numbers are coded by vectors of activation across multiple units, and where the vector codes for successive integers are obtained through multiplication by a fixed but random matrix. This cortical implementation of the 'von Mises' algorithm explains many otherwise disconnected observations ranging from neural tuning curves in monkeys to looking times in neonates and cortical numerotopy in adults. The theory clarifies the origin of Weber-Fechner's Law and yields a novel and empirically validated prediction of multi-peak number neurons. Random matrices constitute a novel mechanism for the emergence of brain states coding for quantity.This article is part of a discussion meeting issue 'The origins of numerical abilities'.
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Affiliation(s)
- T Hannagan
- Cognitive Neuroimaging Unit, CEA DSV/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, NeuroSpin center, 91191 Gif/Yvette, France
| | - A Nieder
- Animal Physiology, Institute of Neurobiology, University of Tübingen, 72076 Tübingen, Germany
| | - P Viswanathan
- Animal Physiology, Institute of Neurobiology, University of Tübingen, 72076 Tübingen, Germany
| | - S Dehaene
- Cognitive Neuroimaging Unit, CEA DSV/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, NeuroSpin center, 91191 Gif/Yvette, France.,Collège de France, 11 Place Marcelin Berthelot, 75005 Paris, France
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152
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Beck J. Analog mental representation. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2018; 9:e1479. [PMID: 30004187 DOI: 10.1002/wcs.1479] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2018] [Accepted: 06/10/2018] [Indexed: 01/29/2023]
Abstract
Over the past 50 years, philosophers and psychologists have perennially argued for the existence of analog mental representations of one type or another. This study critically reviews a number of these arguments as they pertain to three different types of mental representation: perceptual representations, imagery representations, and numerosity representations. Along the way, careful consideration is given to the meaning of "analog" presupposed by these arguments for analog mental representation, and to open avenues for future research. This article is categorized under: Philosophy > Foundations of Cognitive Science Philosophy > Representation Philosophy > Psychological Capacities.
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Affiliation(s)
- Jacob Beck
- Department of Philosophy, York University, Toronto, Canada
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153
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Eckert J, Call J, Hermes J, Herrmann E, Rakoczy H. Intuitive statistical inferences in chimpanzees and humans follow Weber's law. Cognition 2018; 180:99-107. [PMID: 30015211 DOI: 10.1016/j.cognition.2018.07.004] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2017] [Revised: 06/12/2018] [Accepted: 07/04/2018] [Indexed: 02/07/2023]
Abstract
Humans and nonhuman great apes share a sense for intuitive statistical reasoning, making intuitive probability judgments based on proportional information. This ability is of fundamental importance, in particular for inferring general regularities from finite numbers of observations and, vice versa, for predicting the outcome of single events using prior information. To date it remains unclear which cognitive mechanism underlies and enables this capacity. The aim of the present study was to gain deeper insights into the cognitive structure of intuitive statistics by probing its signatures in chimpanzees and humans. We tested 24 sanctuary-living chimpanzees in a previously established paradigm which required them to reason from populations of food items with different ratios of preferred (peanuts) and non-preferred items (carrot pieces) to randomly drawn samples. In a series of eight test conditions, the ratio between the two ratios to be discriminated (ROR) was systematically varied ranging from 1 (same proportions in both populations) to 16 (high magnitude of difference between populations). One hundred and forty-four human adults were tested in a computerized version of the same task. The main result was that both chimpanzee and human performance varied as a function of the log(ROR) and thus followed Weber's law. This suggests that intuitive statistical reasoning relies on the same cognitive mechanism that is used for comparing absolute quantities, namely the analogue magnitude system.
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Affiliation(s)
- Johanna Eckert
- Department of Developmental and Comparative Psychology, Max Planck Institute for Evolutionary Anthropology, Deutscher Platz 6, 04103 Leipzig, Germany; Department of Developmental Psychology, University of Goettingen, Waldweg 26, 37073 Goettingen, Germany; Leibniz ScienceCampus "Primate Cognition", German Primate Center/Leibniz Institute for Primate Research, Kellnerweg 4, 37077 Goettingen, Germany.
| | - Josep Call
- Department of Developmental and Comparative Psychology, Max Planck Institute for Evolutionary Anthropology, Deutscher Platz 6, 04103 Leipzig, Germany; School of Psychology and Neuroscience, University of St Andrews, St Andrews KY16 9JP, UK
| | - Jonas Hermes
- Department of Developmental Psychology, University of Goettingen, Waldweg 26, 37073 Goettingen, Germany; Leibniz ScienceCampus "Primate Cognition", German Primate Center/Leibniz Institute for Primate Research, Kellnerweg 4, 37077 Goettingen, Germany
| | - Esther Herrmann
- Department of Developmental and Comparative Psychology, Max Planck Institute for Evolutionary Anthropology, Deutscher Platz 6, 04103 Leipzig, Germany
| | - Hannes Rakoczy
- Department of Developmental Psychology, University of Goettingen, Waldweg 26, 37073 Goettingen, Germany; Leibniz ScienceCampus "Primate Cognition", German Primate Center/Leibniz Institute for Primate Research, Kellnerweg 4, 37077 Goettingen, Germany
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154
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Kersey AJ, Braham EJ, Csumitta KD, Libertus ME, Cantlon JF. No intrinsic gender differences in children's earliest numerical abilities. NPJ SCIENCE OF LEARNING 2018; 3:12. [PMID: 30631473 PMCID: PMC6220191 DOI: 10.1038/s41539-018-0028-7] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2017] [Revised: 06/07/2018] [Accepted: 06/20/2018] [Indexed: 05/28/2023]
Abstract
Recent public discussions have suggested that the under-representation of women in science and mathematics careers can be traced back to intrinsic differences in aptitude. However, true gender differences are difficult to assess because sociocultural influences enter at an early point in childhood. If these claims of intrinsic differences are true, then gender differences in quantitative and mathematical abilities should emerge early in human development. We examined cross-sectional gender differences in mathematical cognition from over 500 children aged 6 months to 8 years by compiling data from five published studies with unpublished data from longitudinal records. We targeted three key milestones of numerical development: numerosity perception, culturally trained counting, and formal and informal elementary mathematics concepts. In addition to testing for statistical differences between boys' and girls' mean performance and variability, we also tested for statistical equivalence between boys' and girls' performance. Across all stages of numerical development, analyses consistently revealed that boys and girls do not differ in early quantitative and mathematical ability. These findings indicate that boys and girls are equally equipped to reason about mathematics during early childhood.
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Affiliation(s)
- Alyssa J. Kersey
- Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY 14627 USA
- Rochester Center for Brain Imaging, University of Rochester Medical Center, Rochester, NY 14620 USA
| | - Emily J. Braham
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA 15260 USA
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA 15260 USA
| | - Kelsey D. Csumitta
- Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY 14627 USA
| | - Melissa E. Libertus
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA 15260 USA
- Learning Research and Development Center, University of Pittsburgh, Pittsburgh, PA 15260 USA
| | - Jessica F. Cantlon
- Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY 14627 USA
- Rochester Center for Brain Imaging, University of Rochester Medical Center, Rochester, NY 14620 USA
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155
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Li Y, Zhang M, Chen Y, Deng Z, Zhu X, Yan S. Children's Non-symbolic and Symbolic Numerical Representations and Their Associations With Mathematical Ability. Front Psychol 2018; 9:1035. [PMID: 29988580 PMCID: PMC6026675 DOI: 10.3389/fpsyg.2018.01035] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 06/01/2018] [Indexed: 01/29/2023] Open
Abstract
Most empirical evidence supports the view that non-symbolic and symbolic representations are foundations for advanced mathematical ability. However, the detailed development trajectories of these two types of representations in childhood are not very clear, nor are the different effects of non-symbolic and symbolic representations on the development of mathematical ability. We assessed 253 4- to 8-year-old children's non-symbolic and symbolic numerical representations, mapping skills, and mathematical ability, aiming to investigate the developmental trajectories and associations between these skills. Our results showed non-symbolic numerical representation emerged earlier than the symbolic one. Four-year-olds were capable of non-symbolic comparisons but not symbolic comparisons; five-year-olds performed better at non-symbolic comparisons than symbolic comparisons. This performance difference disappeared at age 6. Children at age 6 or older were able to map between symbolic and non-symbolic quantities. However, as children learn more about the symbolic representation system, their advantage in non-symbolic representation disappeared. Path analyses revealed that a direct effect of children's symbolic numerical skills on their math performance, and an indirect effect of non-symbolic numerical skills on math performance via symbolic skills. These results suggest that symbolic numerical skills are a predominant factor affecting math performance in early childhood. However, the influences of symbolic and non-symbolic numerical skills on mathematical performance both declines with age.
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Affiliation(s)
- Yanjun Li
- School of Developmental Psychology, Faculty of Psychology, Beijing Normal University, Beijing, China
- National Innovation Center for Assessment of Basic Education Quality, Beijing Normal University, Beijing, China
| | - Meng Zhang
- Department of Psychology, Rutgers, The State University of New Jersey, New Brunswick, NJ, United States
| | - Yinghe Chen
- School of Developmental Psychology, Faculty of Psychology, Beijing Normal University, Beijing, China
| | - Zhijun Deng
- School of Developmental Psychology, Faculty of Psychology, Beijing Normal University, Beijing, China
| | - Xiaoshuang Zhu
- School of Developmental Psychology, Faculty of Psychology, Beijing Normal University, Beijing, China
| | - Shijia Yan
- China Aerospace Academy of Systems Science and Engineering, Institute of Information Control, China Aerospace Science and Technology Corporation, Beijing, China
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156
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Li H, Zhang M, Wang X, Ding X, Si J. The Central Executive Mediates the Relationship Between Children's Approximate Number System Acuity and Arithmetic Strategy Utilization in Computational Estimation. Front Psychol 2018; 9:943. [PMID: 30013492 PMCID: PMC6036804 DOI: 10.3389/fpsyg.2018.00943] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Accepted: 05/23/2018] [Indexed: 01/29/2023] Open
Abstract
Studies investigating the relationship between working memory (WM) and approximate number system (ANS) acuity in the area of arithmetic strategy utilization are scarce. The choice/no choice method paradigm was used in the present study to determine whether and how ANS acuity and WM components affected strategy utilization. The results showed that the central executive (CE) mediated the relationship between ANS acuity and strategy utilization. Furthermore, quantile regression analyses revealed that the association between CE and strategy choice was robust from the first to highest quantile. Notably, the relationship between ANS acuity and strategy choice was significant at the median and higher quantiles (i.e., 0.5, 0.75, and 0.85 quantiles), but not significant at lower quantiles (i.e., 0.15 and 0.25 quantiles). These results suggest that domain-general skills play a crucial role in the relationship between children's ANS acuity and mathematical ability. The impact of ANS acuity and CE on strategy choice was dependent on the distribution of the strategy utilization level. These results provide a further understanding of the utilization of cognitive strategies.
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Affiliation(s)
- Hongxia Li
- School of Psychology, Shandong Normal University, Jinan, China
| | - Mingliang Zhang
- School of Psychology, Shandong Normal University, Jinan, China
- Shandong Academy of Governance, Jinan, China
| | - Xiangyan Wang
- School of Psychology, Shandong Normal University, Jinan, China
| | - Xiao Ding
- School of Psychology, Shandong Normal University, Jinan, China
| | - Jiwei Si
- School of Psychology, Shandong Normal University, Jinan, China
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157
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Liebal K, Haun DBM. Why Cross-Cultural Psychology Is Incomplete Without Comparative and Developmental Perspectives. JOURNAL OF CROSS-CULTURAL PSYCHOLOGY 2018. [DOI: 10.1177/0022022117738085] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
We argue that comparing adult behavior and cognition across cultures is insufficient to capture the multifaceted complexity of cultural variation. We champion a multidisciplinary perspective that draws on biological and psychological theory and methods. We provide examples for ways in which cross-cultural, developmental, and comparative studies might be combined to unravel the interplay between universal species-typical behaviors and behavioral variation across groups and, at the same time, to explain uniquely human cultural diversity by identifying the unique and universal patterns of human behavior and cognition in early childhood that create, structure, and maintain variation across groups. Such a perspective adds depth to explanations of cultural variation and universality and firmly roots accounts of human culture in a broader, biological framework. We believe that, therefore, the field of cross-cultural psychology may benefit from combining efforts with comparative and developmental psychologists.
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158
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The mediating role of number-to-magnitude mapping precision in the relationship between approximate number sense and math achievement depends on the domain of mathematics and age. LEARNING AND INDIVIDUAL DIFFERENCES 2018. [DOI: 10.1016/j.lindif.2018.05.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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159
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Is There Really an Evolved Capacity for Number? Trends Cogn Sci 2018; 21:409-424. [PMID: 28526128 DOI: 10.1016/j.tics.2017.03.005] [Citation(s) in RCA: 68] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2016] [Revised: 02/23/2017] [Accepted: 03/10/2017] [Indexed: 01/29/2023]
Abstract
Humans and other species have biologically endowed abilities for discriminating quantities. A widely accepted view sees such abilities as an evolved capacity specific for number and arithmetic. This view, however, is based on an implicit teleological rationale, builds on inaccurate conceptions of biological evolution, downplays human data from non-industrialized cultures, overinterprets results from trained animals, and is enabled by loose terminology that facilitates teleological argumentation. A distinction between quantical (e.g., quantity discrimination) and numerical (exact, symbolic) cognition is needed: quantical cognition provides biologically evolved preconditions for numerical cognition but it does not scale up to number and arithmetic, which require cultural mediation. The argument has implications for debates about the origins of other special capacities - geometry, music, art, and language.
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160
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Abstract
A dominant mechanism in the Judgment and Decision Making literature states that information is accumulated about each choice option until a decision threshold is met. Only after that threshold does a subject start to execute a motor response to indicate their choice. However, recent research has revealed spatial gradients in motor responses as a function of comparison difficulty as well as changes-of-mind in the middle of an action, both suggesting continued accumulation and processing of decision-related signals after the decision boundary. Here we present a formal model and supporting data from a number comparison task that a continuous motor planner, combined with a simple statistical inference scheme, can model detailed behavioral effects without assuming a threshold. This threshold-free model reproduces subjects’ sensitivity to numerical distance in reaching, accuracy, reaction time, and changes of mind. We argue that the motor system positions the effectors using an optimal biomechanical feedback controller, and continuous statistical inference on outputs from cognitive processes.
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161
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DeWind NK, Park J, Woldorff MG, Brannon EM. Numerical encoding in early visual cortex. Cortex 2018; 114:76-89. [PMID: 29983159 DOI: 10.1016/j.cortex.2018.03.027] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2017] [Revised: 03/13/2018] [Accepted: 03/27/2018] [Indexed: 01/29/2023]
Abstract
The ability to estimate numerosity in a visual array arose early in evolution, develops early in human development, and is correlated with mathematical ability. Previous work with visually presented arrays indicates that the intraparietal sulcus (IPS) represents number. However, it is not clear if the number signal originates in IPS or is propagated from earlier visual areas. Previous work from our group has demonstrated a rapidly instantiated representation of number in low-level regions of visual cortex using the high temporal resolution of event-related electro-encephalography (EEG). Here, we use a rapid event-related functional magnetic resonance imaging (fMRI) paradigm and find convergent evidence for a number signal in low-level visual cortex (areas V1, V2, and V3). Employing a stringent set of stimulus controls, we demonstrate that this signal cannot be explained by the total extent of the array, the density of the items in the array, the aggregate visual area of the items, the size of individual items, the proportion of the array covered by items, nor the overall scale of the array and items. Our findings thus provide strong support for the hypothesis that number is rapidly and directly encoded early in the visual processing stream.
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Affiliation(s)
- Nicholas K DeWind
- Department of Psychology, University of Pennsylvania, Philadelphia, PA, USA.
| | - Joonkoo Park
- Department of Psychological and Brain Sciences, University of Massachusetts Amherst, Amherst, MA, USA
| | - Marty G Woldorff
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
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162
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Liu R, Schunn CD, Fiez JA, Libertus ME. The integration between nonsymbolic and symbolic numbers: Evidence from an EEG study. Brain Behav 2018; 8:e00938. [PMID: 29670820 PMCID: PMC5893343 DOI: 10.1002/brb3.938] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Revised: 12/04/2017] [Accepted: 01/10/2018] [Indexed: 01/29/2023] Open
Abstract
INTRODUCTION Adults can represent numerical information in nonsymbolic and symbolic formats and flexibly switch between the two. While some studies suggest a strong link between the two number representation systems (e.g., Piazza, Izard, Pinel, Le Bihan, & Dehaene, 2004 Neuron, 44(3), 547), other studies show evidence against the strong-link hypothesis (e.g., Lyons, Ansari, & Beilock, 2012 Journal of Experimental Psychology: General, 141(4), 635). This inconsistency could arise from the relation between task demands and the closeness of the link between the two number systems. METHODS We used a passive viewing task and event-related potentials (ERP) to examine the temporal dynamics of the implicit integration between the nonsymbolic and symbolic systems. We focused on two ERP components over posterior scalp sites that were found to be sensitive to numerical distances and ratio differences in both numerical formats: a negative component that peaks around 170 ms poststimulus (N1) and a positive component that peaks around 200 ms poststimulus (P2p). We examined adults' (n = 55) ERPs when they were passively viewing simultaneously presented dot quantities and Arabic numerals (i.e., nonsymbolic and symbolic numerical information) in the double-digit range. For each stimulus, the nonsymbolic and symbolic content either matched or mismatched in number. We also asked each participant to estimate dot quantities in a separate behavioral task and observed that they tended to underestimate the actual dot quantities, suggesting a need to adjust the match between nonsymbolic and symbolic information to reflect the perceived quantity of the nonsymbolic information. RESULTS Using this adjustment, participants showed greater N1 and P2p amplitudes when perceived dot quantities matched Arabic numerals than when there was a mismatch. However, no differences were found between the unadjusted match and mismatch conditions. CONCLUSION Our findings suggest that adults rapidly integrate nonsymbolic and symbolic formats of double-digit numbers, but evidence of such integration is best observed when the perceived (rather than veridical) dot quantity is considered.
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Affiliation(s)
- Ruizhe Liu
- Department of Psychology University of Pittsburgh Pittsburgh PA USA.,Learning Research and Development Center University of Pittsburgh Pittsburgh PA USA
| | - Christian D Schunn
- Department of Psychology University of Pittsburgh Pittsburgh PA USA.,Learning Research and Development Center University of Pittsburgh Pittsburgh PA USA
| | - Julie A Fiez
- Department of Psychology University of Pittsburgh Pittsburgh PA USA.,Learning Research and Development Center University of Pittsburgh Pittsburgh PA USA.,Department of Neuroscience University of Pittsburgh Pittsburgh PA USA
| | - Melissa E Libertus
- Department of Psychology University of Pittsburgh Pittsburgh PA USA.,Learning Research and Development Center University of Pittsburgh Pittsburgh PA USA
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163
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Bronfman ZZ, Brezis N, Lazarov A, Usher M, Bar-Haima Y. Extraction of mean emotional tone from face arrays in social anxiety disorder. Depress Anxiety 2018; 35:248-255. [PMID: 29267991 PMCID: PMC5842110 DOI: 10.1002/da.22713] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2017] [Revised: 10/17/2017] [Accepted: 12/02/2017] [Indexed: 01/29/2023] Open
Abstract
BACKGROUND Social anxiety disorder (SAD) is characterized by intense fear when facing a crowd. Processing biases of crowd-related information have been suggested as contributing to the etiology and maintenance of the disorder. Here we tested whether patients with SAD display aberrant patterns of extracting the mean emotional tone from sets of faces. METHODS Twenty-one participants with SAD and 24 unanxious control participants had to determine the average emotion expression of sets of six different morphed faces ranging from happy to angry. In 20% of trials the six faces were randomly sampled from the entire happy-angry range. The remaining 80% of trials, considered the critical trials, had an emotional outlier: five faces were sampled from one-half of the emotional range, whereas the sixth face was sampled from the opposite emotional range. RESULTS Participants with SAD were less accurate than controls in extracting the mean emotional tone from sets of faces. Unanxious participants underweighted negative outliers and overweighed positive outliers when extracting the mean, whereas participants with SAD exhibited no such biases. CONCLUSIONS Results suggest a possible mechanism associated with the anxiety experienced by socially anxious individuals when facing a crowd.
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Affiliation(s)
- Zohar Z Bronfman
- School of Psychological Sciences, Tel Aviv University, Tel Aviv 69978, Israel,The Cohn Institute for the history and Philosophy of Ideas, Tel Aviv University, Tel Aviv 69978, Israel
| | - Noam Brezis
- School of Psychological Sciences, Tel Aviv University, Tel Aviv 69978, Israel
| | - Amit Lazarov
- School of Psychological Sciences, Tel Aviv University, Tel Aviv 69978, Israel
| | - Marius Usher
- School of Psychological Sciences, Tel Aviv University, Tel Aviv 69978, Israel,Sagol School of Neuroscience, Tel Aviv University, Tel Aviv 69978, Israel
| | - Yair Bar-Haima
- School of Psychological Sciences, Tel Aviv University, Tel Aviv 69978, Israel,Sagol School of Neuroscience, Tel Aviv University, Tel Aviv 69978, Israel
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164
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Kleemans T, Segers E, Verhoeven L. Role of linguistic skills in fifth-grade mathematics. J Exp Child Psychol 2018; 167:404-413. [DOI: 10.1016/j.jecp.2017.11.012] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Revised: 11/21/2017] [Accepted: 11/27/2017] [Indexed: 01/29/2023]
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165
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Guillaume M, Mejias S, Rossion B, Dzhelyova M, Schiltz C. A rapid, objective and implicit measure of visual quantity discrimination. Neuropsychologia 2018; 111:180-189. [DOI: 10.1016/j.neuropsychologia.2018.01.044] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2017] [Revised: 01/30/2018] [Accepted: 01/31/2018] [Indexed: 01/29/2023]
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166
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Bloechle J, Huber JF, Klein E, Bahnmueller J, Rennig J, Moeller K, Huber S. Spatial Arrangement and Set Size Influence the Coding of Non-symbolic Quantities in the Intraparietal Sulcus. Front Hum Neurosci 2018; 12:54. [PMID: 29515382 PMCID: PMC5826250 DOI: 10.3389/fnhum.2018.00054] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Accepted: 01/31/2018] [Indexed: 01/29/2023] Open
Abstract
Performance in visual quantification tasks shows two characteristic patterns as a function of set size. A precise subitizing process for small sets (up to four) was contrasted with an approximate estimation process for larger sets. The spatial arrangement of elements in a set also influences visual quantification performance, with frequently perceived arrangements (e.g., dice patterns) being faster enumerated than random arrangements. Neuropsychological and imaging studies identified the intraparietal sulcus (IPS), as key brain area for quantification, both within and above the subitizing range. However, it is not yet clear if and how set size and spatial arrangement of elements in a set modulate IPS activity during quantification. In an fMRI study, participants enumerated briefly presented dot patterns with random, canonical or dice arrangement within and above the subitizing range. We evaluated how activity amplitude and pattern in the IPS were influenced by size and spatial arrangement of a set. We found a discontinuity in the amplitude of IPS response between subitizing and estimation range, with steep activity increase for sets exceeding four elements. In the estimation range, random dot arrangements elicited stronger IPS response than canonical arrangements which in turn elicited stronger response than dice arrangements. Furthermore, IPS activity patterns differed systematically between arrangements. We found a signature in the IPS response for a transition between subitizing and estimation processes during quantification. Differences in amplitude and pattern of IPS activity for different spatial arrangements indicated a more precise representation of non-symbolic numerical magnitude for dice and canonical than for random arrangements. These findings challenge the idea of an abstract coding of numerosity in the IPS even within a single notation.
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Affiliation(s)
- Johannes Bloechle
- Neurocognition Lab, Leibniz-Institut für Wissensmedien, Knowledge Media Research Center, Tübingen, Germany
- Division of Neuropsychology, Center of Neurology, Hertie-Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
- Department of Psychology, University of Tübingen, Tübingen, Germany
| | - Julia F. Huber
- Neurocognition Lab, Leibniz-Institut für Wissensmedien, Knowledge Media Research Center, Tübingen, Germany
- Department of Psychology, University of Tübingen, Tübingen, Germany
| | - Elise Klein
- Neurocognition Lab, Leibniz-Institut für Wissensmedien, Knowledge Media Research Center, Tübingen, Germany
| | - Julia Bahnmueller
- Neurocognition Lab, Leibniz-Institut für Wissensmedien, Knowledge Media Research Center, Tübingen, Germany
- Department of Psychology, University of Tübingen, Tübingen, Germany
| | - Johannes Rennig
- Neurocognition Lab, Leibniz-Institut für Wissensmedien, Knowledge Media Research Center, Tübingen, Germany
- Division of Neuropsychology, Center of Neurology, Hertie-Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, United States
| | - Korbinian Moeller
- Neurocognition Lab, Leibniz-Institut für Wissensmedien, Knowledge Media Research Center, Tübingen, Germany
- Department of Psychology, University of Tübingen, Tübingen, Germany
- LEAD Graduiertenschule und Forschungsnetzwerk, Universität Tübingen, Tübingen, Germany
| | - Stefan Huber
- Neurocognition Lab, Leibniz-Institut für Wissensmedien, Knowledge Media Research Center, Tübingen, Germany
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167
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Navarro MG, Braham EJ, Libertus ME. Intergenerational associations of the approximate number system in toddlers and their parents. BRITISH JOURNAL OF DEVELOPMENTAL PSYCHOLOGY 2018; 36:521-539. [PMID: 29377230 DOI: 10.1111/bjdp.12234] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Revised: 11/30/2017] [Indexed: 01/29/2023]
Abstract
From birth, humans are able to discriminate quantities using the approximate number system (ANS). However, previous methods have only been suitable to examine ANS functioning in infancy and older children. The goals of this study were twofold: first, to modify an existing method of assessing ANS functioning for toddlerhood; and second, to investigate individual differences in toddlers' ANS performance by examining correlations with their parents' ANS acuity. Using a preferential looking paradigm, we found that 1- to 3-year-olds (N = 46) looked significantly longer to numerically changing images compared to numerically constant ones suggesting that the paradigm is a suitable measure of ANS functioning in toddlerhood. Furthermore, we found a positive relation between toddlers' ANS performance and that of their parents (assessed using a non-symbolic number comparison task) independent of children's vocabulary or parents' perceived math ability or preference for math. These findings are consistent with a specific intergenerational transmission of the ANS. Statement of contribution What is already known on this subject? Past methods used to examine ANS functioning were only suitable for infants and older children. Little research has examined sources underlying individual difference in ANS acuity. What does this study add? We developed a preferential looking task to assess ANS functioning in toddlerhood. Individual differences in toddlers' ANS functioning are correlated with their parents' ANS acuity.
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Affiliation(s)
- Monica G Navarro
- Department of Education, University of Pittsburgh, Pennsylvania, USA.,Learning Research and Development Center, University of Pittsburgh, Pennsylvania, USA
| | - Emily J Braham
- Learning Research and Development Center, University of Pittsburgh, Pennsylvania, USA.,Department of Psychology, University of Pittsburgh, Pennsylvania, USA
| | - Melissa E Libertus
- Learning Research and Development Center, University of Pittsburgh, Pennsylvania, USA.,Department of Psychology, University of Pittsburgh, Pennsylvania, USA
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168
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Mueller SM, Schiebener J, Delazer M, Brand M. Risk approximation in decision making: approximative numeric abilities predict advantageous decisions under objective risk. Cogn Process 2018; 19:297-315. [PMID: 29357078 DOI: 10.1007/s10339-018-0854-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2017] [Accepted: 01/11/2018] [Indexed: 01/29/2023]
Abstract
Many decision situations in everyday life involve mathematical considerations. In decisions under objective risk, i.e., when explicit numeric information is available, executive functions and abilities to handle exact numbers and ratios are predictors of objectively advantageous choices. Although still debated, exact numeric abilities, e.g., normative calculation skills, are assumed to be related to approximate number processing skills. The current study investigates the effects of approximative numeric abilities on decision making under objective risk. Participants (N = 153) performed a paradigm measuring number-comparison, quantity-estimation, risk-estimation, and decision-making skills on the basis of rapid dot comparisons. Additionally, a risky decision-making task with exact numeric information was administered, as well as tasks measuring executive functions and exact numeric abilities, e.g., mental calculation and ratio processing skills, were conducted. Approximative numeric abilities significantly predicted advantageous decision making, even beyond the effects of executive functions and exact numeric skills. Especially being able to make accurate risk estimations seemed to contribute to superior choices. We recommend approximation skills and approximate number processing to be subject of future investigations on decision making under risk.
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Affiliation(s)
- Silke M Mueller
- General Psychology: Cognition and Center for Behavioral Addiction Research (CeBAR), University of Duisburg-Essen, Forsthausweg 2, 47057, Duisburg, Germany
| | - Johannes Schiebener
- General Psychology: Cognition and Center for Behavioral Addiction Research (CeBAR), University of Duisburg-Essen, Forsthausweg 2, 47057, Duisburg, Germany
| | - Margarete Delazer
- Clinical Department of Neurology, Innsbruck Medical University, Innsbruck, Austria
| | - Matthias Brand
- General Psychology: Cognition and Center for Behavioral Addiction Research (CeBAR), University of Duisburg-Essen, Forsthausweg 2, 47057, Duisburg, Germany. .,Erwin L. Hahn Institute for Magnetic Resonance Imaging, Essen, Germany.
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169
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Dillon MR, Kannan H, Dean JT, Spelke ES, Duflo E. Cognitive science in the field: A preschool intervention durably enhances intuitive but not formal mathematics. Science 2018; 357:47-55. [PMID: 28684518 DOI: 10.1126/science.aal4724] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2016] [Accepted: 05/30/2017] [Indexed: 01/29/2023]
Abstract
Many poor children are underprepared for demanding primary school curricula. Research in cognitive science suggests that school achievement could be improved by preschool pedagogy in which numerate adults engage children's spontaneous, nonsymbolic mathematical concepts. To test this suggestion, we designed and evaluated a game-based preschool curriculum intended to exercise children's emerging skills in number and geometry. In a randomized field experiment with 1540 children (average age 4.9 years) in 214 Indian preschools, 4 months of math game play yielded marked and enduring improvement on the exercised intuitive abilities, relative to no-treatment and active control conditions. Math-trained children also showed immediate gains on symbolic mathematical skills but displayed no advantage in subsequent learning of the language and concepts of school mathematics.
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Affiliation(s)
- Moira R Dillon
- Department of Psychology, Harvard University, Cambridge, MA, USA.
| | - Harini Kannan
- Abdul Latif Jameel Poverty Action Lab South Asia, New Delhi, India
| | - Joshua T Dean
- Department of Economics, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Esther Duflo
- Abdul Latif Jameel Poverty Action Lab South Asia, New Delhi, India. .,Department of Economics, Massachusetts Institute of Technology, Cambridge, MA, USA
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170
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Purpura DJ, Simms V. Approximate number system development in preschool: What factors predict change? COGNITIVE DEVELOPMENT 2018. [DOI: 10.1016/j.cogdev.2017.11.001] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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171
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Graziano M. The System 2. DUAL-PROCESS THEORIES OF NUMERICAL COGNITION 2018:39-60. [DOI: 10.1007/978-3-319-96797-4_3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
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172
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DeWind NK, Peng J, Luo A, Brannon EM, Platt ML. Pharmacological inactivation does not support a unique causal role for intraparietal sulcus in the discrimination of visual number. PLoS One 2017; 12:e0188820. [PMID: 29240774 PMCID: PMC5730202 DOI: 10.1371/journal.pone.0188820] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 11/14/2017] [Indexed: 01/29/2023] Open
Abstract
The "number sense" describes the intuitive ability to quantify without counting. Single neuron recordings in non-human primates and functional imaging in humans suggest the intraparietal sulcus is an important neuroanatomical locus of numerical estimation. Other lines of inquiry implicate the IPS in numerous other functions, including attention and decision making. Here we provide a direct test of whether IPS has functional specificity for numerosity judgments. We used muscimol to reversibly and independently inactivate the ventral and lateral intraparietal areas in two monkeys performing a numerical discrimination task and a color discrimination task, roughly equilibrated for difficulty. Inactivation of either area caused parallel impairments in both tasks and no evidence of a selective deficit in numerical processing. These findings do not support a causal role for the IPS in numerical discrimination, except insofar as it also has a role in the discrimination of color. We discuss our findings in light of several alternative hypotheses of IPS function, including a role in orienting responses, a general cognitive role in attention and decision making processes and a more specific role in ordinal comparison that encompasses both number and color judgments.
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Affiliation(s)
- Nicholas K. DeWind
- Psychology Department, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Jiyun Peng
- Neurology Department, Mayo Clinic, Rochester, Minnesota, United States of America
| | - Andrew Luo
- Department of Biology, Duke University, Durham, North Carolina, United States of America
| | - Elizabeth M. Brannon
- Psychology Department, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Michael L. Platt
- Psychology Department, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- Department of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- Marketing Department, the Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
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173
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Gibson E, Jara-Ettinger J, Levy R, Piantadosi S. The Use of a Computer Display Exaggerates the Connection Between Education and Approximate Number Ability in Remote Populations. Open Mind (Camb) 2017; 1:159-168. [PMID: 30931421 PMCID: PMC6436536 DOI: 10.1162/opmi_a_00016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2017] [Accepted: 10/05/2017] [Indexed: 01/29/2023] Open
Abstract
Piazza et al. reported a strong correlation between education and approximate number sense (ANS) acuity in a remote Amazonian population, suggesting that symbolic and nonsymbolic numerical thinking mutually enhance one another over in mathematics instruction. But Piazza et al. ran their task using a computer display, which may have exaggerated the connection between the two tasks, because participants with greater education (and hence better exact numerical abilities) may have been more comfortable with the task. To explore this possibility, we ran an ANS task in a remote population using two presentation methods: (a) a computer interface and (b) physical cards, within participants. If we only analyze the effect of education on ANS as measured by the computer version of the task, we replicate Piazza et al.’s finding. But importantly, the effect of education on the card version of the task is not significant, suggesting that the use of a computer display exaggerates effects. These results highlight the importance of task considerations when working with nonindustrialized cultures, especially those with low education. Furthermore, these results raise doubts about the proposal advanced by Piazza et al. that education enhances the acuity of the approximate number sense.
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Affiliation(s)
| | | | - Roger Levy
- Department of Brain and Cognitive Sciences, MIT
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174
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Abstract
The types of cognitive and neural mechanisms available to children for making concepts depend on the problems their brains evolved to solve over the past millions of years. Comparative research on numerical cognition with humans and nonhuman primates has revealed a system for quantity representation that lays the foundation for quantitative development. Nonhuman primates in particular share many human abilities to compute quantities, and are likely to exhibit evolutionary continuity with humans. While humans conceive of quantity in ways that are similar to other primates, they are unique in their capacity for symbolic counting and logic. These uniquely human constructs interact with primitive systems of numerical reasoning. In this article, I discuss how evolution shapes human numerical concepts through evolutionary constraints on human object-based perception and cognition, neural homologies among primates, and interactions between uniquely human concepts and primitive logic.
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175
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The contributions of numerical acuity and non-numerical stimulus features to the development of the number sense and symbolic math achievement. Cognition 2017; 168:222-233. [DOI: 10.1016/j.cognition.2017.07.004] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Revised: 07/06/2017] [Accepted: 07/07/2017] [Indexed: 01/29/2023]
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176
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Amalric M, Denghien I, Dehaene S. On the role of visual experience in mathematical development: Evidence from blind mathematicians. Dev Cogn Neurosci 2017; 30:314-323. [PMID: 29033221 PMCID: PMC5833949 DOI: 10.1016/j.dcn.2017.09.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Revised: 09/22/2017] [Accepted: 09/22/2017] [Indexed: 01/29/2023] Open
Abstract
Advanced mathematical reasoning, regardless of domain or difficulty, activates a reproducible set of bilateral brain areas including intraparietal, inferior temporal and dorsal prefrontal cortex. The respective roles of genetics, experience and education in the development of this math-responsive network, however, remain unresolved. Here, we investigate the role of visual experience by studying the exceptional case of three professional mathematicians who were blind from birth (n = 1) or became blind during childhood (n = 2). Subjects were scanned with fMRI while they judged the truth value of spoken mathematical and nonmathematical statements. Blind mathematicians activated the classical network of math-related areas during mathematical reflection, similar to that found in a group of sighted professional mathematicians. Thus, brain networks for advanced mathematical reasoning can develop in the absence of visual experience. Additional activations were found in occipital cortex, even in individuals who became blind during childhood, suggesting that either mental imagery or a more radical repurposing of visual cortex may occur in blind mathematicians.
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Affiliation(s)
- Marie Amalric
- Cognitive Neuroimaging Unit, CEA DSV/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, NeuroSpin center, 91191 Gif/Yvette, France; Sorbonne Universités, UPMC Univ Paris 06, IFD, 4 place Jussieu, Paris, France.
| | - Isabelle Denghien
- Cognitive Neuroimaging Unit, CEA DSV/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, NeuroSpin center, 91191 Gif/Yvette, France
| | - Stanislas Dehaene
- Cognitive Neuroimaging Unit, CEA DSV/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, NeuroSpin center, 91191 Gif/Yvette, France; Collège de France, Paris, France.
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177
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Adamatzky A, Akl S, Burgin M, Calude CS, Costa JF, Dehshibi MM, Gunji YP, Konkoli Z, MacLennan B, Marchal B, Margenstern M, Martínez GJ, Mayne R, Morita K, Schumann A, Sergeyev YD, Sirakoulis GC, Stepney S, Svozil K, Zenil H. East-West paths to unconventional computing. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2017; 131:469-493. [PMID: 28818636 DOI: 10.1016/j.pbiomolbio.2017.08.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Revised: 08/04/2017] [Accepted: 08/08/2017] [Indexed: 01/29/2023]
Abstract
Unconventional computing is about breaking boundaries in thinking, acting and computing. Typical topics of this non-typical field include, but are not limited to physics of computation, non-classical logics, new complexity measures, novel hardware, mechanical, chemical and quantum computing. Unconventional computing encourages a new style of thinking while practical applications are obtained from uncovering and exploiting principles and mechanisms of information processing in and functional properties of, physical, chemical and living systems; in particular, efficient algorithms are developed, (almost) optimal architectures are designed and working prototypes of future computing devices are manufactured. This article includes idiosyncratic accounts of 'unconventional computing' scientists reflecting on their personal experiences, what attracted them to the field, their inspirations and discoveries.
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Affiliation(s)
- Andrew Adamatzky
- Unconventional Computing Centre, University of the West of England, Bristol, UK; Unconventional Computing Ltd, Bristol, UK.
| | - Selim Akl
- School of Computing, Queen's University, Kingston, Ontario, Canada
| | - Mark Burgin
- University of California at Los Angelos, USA
| | - Cristian S Calude
- Department of Computer Science, University of Auckland, Auckland, New Zealand
| | - José Félix Costa
- Departamento de Matemática, Instituto Superior Técnico, Centro de Filosofia das Ciências da Universidade de Lisboa, Portugal
| | | | | | - Zoran Konkoli
- Department of Microtechnology and Nanoscience - MC2, Chalmers University of Technology, Gothenburg, Sweden
| | - Bruce MacLennan
- Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, USA
| | | | - Maurice Margenstern
- Laboratoire d'Informatique Théorique et Appliquée, Université de Lorraine, Metz, France
| | - Genaro J Martínez
- Escuela Superior de Cómputo, Instituto Politécnico Nacional, Mexico; Unconventional Computing Centre, University of the West of England, Bristol, UK
| | - Richard Mayne
- Unconventional Computing Centre, University of the West of England, Bristol, UK
| | | | - Andrew Schumann
- University of Information Technology and Management in Rzeszow, Rzeszow, Poland
| | - Yaroslav D Sergeyev
- University of Calabria, Rende, Italy and Lobachevsky State University, Nizhni Novgorod, Russia
| | - Georgios Ch Sirakoulis
- Department of Electrical and Computer Engineering, Democritus University of Thrace, Xanthi, Greece
| | - Susan Stepney
- Department of Computer Science, University of York, UK
| | - Karl Svozil
- Institute for Theoretical Physics, Vienna University of Technology, Austria
| | - Hector Zenil
- Algorithmic Dynamics Lab, Unit of Computational Medicine SciLifeLab and Center of Molecular Medicine, Karolinska Institute, Stockholm, Sweden
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178
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The effect of visual parameters on neural activation during nonsymbolic number comparison and its relation to math competency. Neuroimage 2017; 159:430-442. [PMID: 28801254 DOI: 10.1016/j.neuroimage.2017.08.023] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2017] [Revised: 08/04/2017] [Accepted: 08/06/2017] [Indexed: 01/29/2023] Open
Abstract
Nonsymbolic numerical comparison task performance (whereby a participant judges which of two groups of objects is numerically larger) is thought to index the efficiency of neural systems supporting numerical magnitude perception, and performance on such tasks has been related to individual differences in math competency. However, a growing body of research suggests task performance is heavily influenced by visual parameters of the stimuli (e.g. surface area and dot size of object sets) such that the correlation with math is driven by performance on trials in which number is incongruent with visual cues. Almost nothing is currently known about whether the neural correlates of nonsymbolic magnitude comparison are also affected by visual congruency. To investigate this issue, we used functional magnetic resonance imaging (fMRI) to analyze neural activity during a nonsymbolic comparison task as a function of visual congruency in a sample of typically developing high school students (n = 36). Further, we investigated the relation to math competency as measured by the preliminary scholastic aptitude test (PSAT) in 10th grade. Our results indicate that neural activity was modulated by the ratio of the dot sets being compared in brain regions previously shown to exhibit an effect of ratio (i.e. left anterior cingulate, left precentral gyrus, left intraparietal sulcus, and right superior parietal lobe) when calculated from the average of congruent and incongruent trials, as it is in most studies, and that the effect of ratio within those regions did not differ as a function of congruency condition. However, there were significant differences in other regions in overall task-related activation, as opposed to the neural ratio effect, when congruent and incongruent conditions were contrasted at the whole-brain level. Math competency negatively correlated with ratio-dependent neural response in the left insula across congruency conditions and showed distinct correlations when split across conditions. There was a positive correlation between math competency in the right supramarginal gyrus during congruent trials and a negative correlation in the left angular gyrus during incongruent trials. Together, these findings support the idea that performance on the nonsymbolic comparison task relates to math competency and ratio-dependent neural activity does not differ by congruency condition. With regards to math competency, congruent and incongruent trials showed distinct relations between math competency and individual differences in ratio-dependent neural activity.
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179
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Tosto MG, Petrill SA, Malykh S, Malki K, Haworth CMA, Mazzocco MMM, Thompson L, Opfer J, Bogdanova OY, Kovas Y. Number sense and mathematics: Which, when and how? Dev Psychol 2017; 53:1924-1939. [PMID: 28758784 PMCID: PMC5611774 DOI: 10.1037/dev0000331] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Individual differences in number sense correlate with mathematical ability and performance, although the presence and strength of this relationship differs across studies. Inconsistencies in the literature may stem from heterogeneity of number sense and mathematical ability constructs. Sample characteristics may also play a role as changes in the relationship between number sense and mathematics may differ across development and cultural contexts. In this study, 4,984 16-year-old students were assessed on estimation ability, one aspect of number sense. Estimation was measured using 2 different tasks: number line and dot-comparison. Using cognitive and achievement data previously collected from these students at ages 7, 9, 10, 12, and 14, the study explored for which of the measures and when in development these links are observed, and how strong these links are and how much these links are moderated by other cognitive abilities. The 2 number sense measures correlated modestly with each other (r = .22), but moderately with mathematics at age 16. Both measures were also associated with earlier mathematics; but this association was uneven across development and was moderated by other cognitive abilities.
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Affiliation(s)
| | | | | | - Karim Malki
- King's College London at the Institute of Psychiatry, Psychology and Neuroscience (IOPPN)
| | | | | | - Lee Thompson
- Department of Psychology, The Ohio State University
| | - John Opfer
- Department of Psychology, The Ohio State University
| | | | - Yulia Kovas
- Department of Psychology, Tomsk State University
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180
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Li Y, Zhang M, Chen Y, Zhu X, Deng Z, Yan S. Children's Non-symbolic, Symbolic Addition and Their Mapping Capacity at 4-7 Years Old. Front Psychol 2017; 8:1203. [PMID: 28769845 PMCID: PMC5511823 DOI: 10.3389/fpsyg.2017.01203] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2017] [Accepted: 06/30/2017] [Indexed: 01/29/2023] Open
Abstract
The study aimed to examine the developmental trajectories of non-symbolic and symbolic addition capacities in children and the mapping ability between these two. We assessed 106 4- to 7-year-old children and found that 4-year-olds were able to do non-symbolic addition but not symbolic addition. Five-year-olds and older were able to do symbolic addition and their performance in symbolic addition exceeded non-symbolic addition in grade 1 (approximate age 7). These results suggested non-symbolic addition ability emerges earlier and is less affected by formal mathematical education than symbolic addition. Meanwhile, we tested children's bi-directional mapping ability using a novel task and found that children were able to map between symbolic and non-symbolic representations of number at age 5. Their ability in mapping non-symbolic to symbolic number became more proficient in grade 1 (approximate age 7). This suggests children at age 7 have developed a relatively mature symbolic representation system.
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Affiliation(s)
- Yanjun Li
- Institute of Developmental Psychology, Faculty of Psychology, Bejing Normal UniversityBeijing, China
| | - Meng Zhang
- Department of Psychology, Rutgers, The State University of New Jersey, New BrunswickNJ, United States
| | - Yinghe Chen
- Institute of Developmental Psychology, Faculty of Psychology, Bejing Normal UniversityBeijing, China
| | - Xiaoshuang Zhu
- Institute of Developmental Psychology, Faculty of Psychology, Bejing Normal UniversityBeijing, China
| | - Zhijun Deng
- Institute of Developmental Psychology, Faculty of Psychology, Bejing Normal UniversityBeijing, China
| | - Shijia Yan
- Institute of Information Control, China Aerospace Academy of Systems Science and EngineeringBeijing, China
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181
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Libertus ME, Forsman L, Adén U, Hellgren K. Deficits in Approximate Number System Acuity and Mathematical Abilities in 6.5-Year-Old Children Born Extremely Preterm. Front Psychol 2017; 8:1175. [PMID: 28744252 PMCID: PMC5504250 DOI: 10.3389/fpsyg.2017.01175] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2016] [Accepted: 06/27/2017] [Indexed: 01/29/2023] Open
Abstract
Preterm children are at increased risk for poor academic achievement, especially in math. In the present study, we examined whether preterm children differ from term-born children in their intuitive sense of number that relies on an unlearned, approximate number system (ANS) and whether there is a link between preterm children’s ANS acuity and their math abilities. To this end, 6.5-year-old extremely preterm (i.e., <27 weeks gestation, n = 82) and term-born children (n = 89) completed a non-symbolic number comparison (ANS acuity) task and a standardized math test. We found that extremely preterm children had significantly lower ANS acuity than term-born children and that these differences could not be fully explained by differences in verbal IQ, perceptual reasoning skills, working memory, or attention. Differences in ANS acuity persisted even when demands on visuo-spatial skills and attention were reduced in the ANS task. Finally, we found that ANS acuity and math ability are linked in extremely preterm children, similar to previous results from term-born children. These results suggest that deficits in the ANS may be at least partly responsible for the deficits in math abilities often observed in extremely preterm children.
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Affiliation(s)
- Melissa E Libertus
- Department of Psychology, Learning Research and Development Center, University of PittsburghPittsburgh, PA, United States
| | - Lea Forsman
- Department of Women's and Children's Health, Karolinska InstitutetStockholm, Sweden
| | - Ulrika Adén
- Department of Women's and Children's Health, Karolinska InstitutetStockholm, Sweden
| | - Kerstin Hellgren
- Department of Clinical Neuroscience, Karolinska InstitutetStockholm, Sweden
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182
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Van Rinsveld A, Dricot L, Guillaume M, Rossion B, Schiltz C. Mental arithmetic in the bilingual brain: Language matters. Neuropsychologia 2017; 101:17-29. [PMID: 28495598 DOI: 10.1016/j.neuropsychologia.2017.05.009] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2016] [Revised: 05/05/2017] [Accepted: 05/06/2017] [Indexed: 01/29/2023]
Abstract
How do bilinguals solve arithmetic problems in each of their languages? We investigated this question by exploring the neural substrates of mental arithmetic in bilinguals. Critically, our population was composed of a homogeneous group of adults who were fluent in both of their instruction languages (i.e., German as first instruction language and French as second instruction language). Twenty bilinguals were scanned with fMRI (3T) while performing mental arithmetic. Both simple and complex problems were presented to disentangle memory retrieval occuring in very simple problems from arithmetic computation occuring in more complex problems. In simple additions, the left temporal regions were more activated in German than in French, whereas no brain regions showed additional activity in the reverse constrast. Complex additions revealed the reverse pattern, since the activations of regions for French surpassed the same computations in German and the extra regions were located predominantly in occipital regions. Our results thus highlight that highly proficient bilinguals rely on differential activation patterns to solve simple and complex additions in each of their languages, suggesting different solving procedures. The present study confirms the critical role of language in arithmetic problem solving and provides novel insights into how highly proficient bilinguals solve arithmetic problems.
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Affiliation(s)
- Amandine Van Rinsveld
- Institute of Cognitive Science and Assessment, Education, Culture, Cognition and Society research unit, University of Luxembourg, Campus Belval, Esch-sur-Alzette, Luxembourg.
| | - Laurence Dricot
- Institute Of Neuroscience, Université catholique de Louvain, Belgium
| | - Mathieu Guillaume
- Institute of Cognitive Science and Assessment, Education, Culture, Cognition and Society research unit, University of Luxembourg, Campus Belval, Esch-sur-Alzette, Luxembourg
| | - Bruno Rossion
- Institute Of Neuroscience, Université catholique de Louvain, Belgium; Psychological Sciences Research Institute, Université catholique de Louvain, Belgium; Neurology Unit, Centre Hospitalier Regional Universitaire (CHRU) de Nancy, F-54000 Nancy, France
| | - Christine Schiltz
- Institute of Cognitive Science and Assessment, Education, Culture, Cognition and Society research unit, University of Luxembourg, Campus Belval, Esch-sur-Alzette, Luxembourg
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183
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Odic D. Children's intuitive sense of number develops independently of their perception of area, density, length, and time. Dev Sci 2017; 21. [DOI: 10.1111/desc.12533] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2016] [Accepted: 09/26/2016] [Indexed: 01/29/2023]
Affiliation(s)
- Darko Odic
- Department of Psychology; University of British Columbia; Vancouver Canada
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184
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Attout L, Noël MP, Vossius L, Rousselle L. Evidence of the impact of visuo-spatial processing on magnitude representation in 22q11.2 microdeletion syndrome. Neuropsychologia 2017; 99:296-305. [DOI: 10.1016/j.neuropsychologia.2017.03.023] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Revised: 03/13/2017] [Accepted: 03/22/2017] [Indexed: 01/29/2023]
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185
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Barner D. Language, procedures, and the non-perceptual origin of number word meanings. JOURNAL OF CHILD LANGUAGE 2017; 44:553-590. [PMID: 28376934 DOI: 10.1017/s0305000917000058] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Perceptual representations of objects and approximate magnitudes are often invoked as building blocks that children combine to acquire the positive integers. Systems of numerical perception are either assumed to contain the logical foundations of arithmetic innately, or to supply the basis for their induction. I propose an alternative to this framework, and argue that the integers are not learned from perceptual systems, but arise to explain perception. Using cross-linguistic and developmental data, I show that small (~1-4) and large (~5+) numbers arise both historically and in individual children via distinct mechanisms, constituting independent learning problems, neither of which begins with perceptual building blocks. Children first learn small numbers using the same logic that supports other linguistic number marking (e.g. singular/plural). Years later, they infer the logic of counting from the relations between large number words and their roles in blind counting procedures, only incidentally associating number words with approximate magnitudes.
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186
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Wang J(J, Halberda J, Feigenson L. Approximate number sense correlates with math performance in gifted adolescents. Acta Psychol (Amst) 2017; 176:78-84. [PMID: 28384496 DOI: 10.1016/j.actpsy.2017.03.014] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Revised: 03/27/2017] [Accepted: 03/29/2017] [Indexed: 01/29/2023] Open
Abstract
Nonhuman animals, human infants, and human adults all share an Approximate Number System (ANS) that allows them to imprecisely represent number without counting. Among humans, people differ in the precision of their ANS representations, and these individual differences have been shown to correlate with symbolic mathematics performance in both children and adults. For example, children with specific math impairment (dyscalculia) have notably poor ANS precision. However, it remains unknown whether ANS precision contributes to individual differences only in populations of people with lower or average mathematical abilities, or whether this link also is present in people who excel in math. Here we tested non-symbolic numerical approximation in 13- to 16-year old gifted children enrolled in a program for talented adolescents (the Center for Talented Youth). We found that in this high achieving population, ANS precision significantly correlated with performance on the symbolic math portion of two common standardized tests (SAT and ACT) that typically are administered to much older students. This relationship was robust even when controlling for age, verbal performance, and reaction times in the approximate number task. These results suggest that the Approximate Number System is linked to symbolic math performance even at the top levels of math performance.
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187
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Regier T, Xu Y. The Sapir‐Whorf hypothesis and inference under uncertainty. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2017; 8. [DOI: 10.1002/wcs.1440] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2016] [Revised: 01/09/2017] [Accepted: 01/17/2017] [Indexed: 01/29/2023]
Affiliation(s)
- Terry Regier
- Department of Linguistics, Cognitive Science ProgramUniversity of CaliforniaBerkeleyCAUSA
| | - Yang Xu
- Department of Linguistics, Cognitive Science ProgramUniversity of CaliforniaBerkeleyCAUSA
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188
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Numbers and functional lateralization: A visual half-field and dichotic listening study in proficient bilinguals. Neuropsychologia 2017; 100:93-109. [PMID: 28414092 DOI: 10.1016/j.neuropsychologia.2017.04.019] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Revised: 04/08/2017] [Accepted: 04/11/2017] [Indexed: 01/30/2023]
Abstract
Potential links between language and numbers and the laterality of symbolic number representations in the brain are still debated. Furthermore, reports on bilingual individuals indicate that the language-number interrelationships might be quite complex. Therefore, we carried out a visual half-field (VHF) and dichotic listening (DL) study with action words and different forms of symbolic numbers used as stimuli to test the laterality of word and number processing in single-, dual-language and mixed -task and language- contexts. Experiment 1 (VHF) showed a significant right visual field/left hemispheric advantage in response accuracy for action word, as compared to any form of symbolic number processing. Experiment 2 (DL) revealed a substantially reversed effect - a significant right ear/left hemisphere advantage for arithmetic operations as compared to action word processing, and in response times in single- and dual-language contexts for number vs. action words. All these effects were language independent. Notably, for within-task response accuracy compared across modalities significant differences were found in all studied contexts. Thus, our results go counter to findings showing that action-relevant concepts and words, as well as number words are represented/processed primarily in the left hemisphere. Instead, we found that in the auditory context, following substantial engagement of working memory (here: by arithmetic operations), there is a subsequent functional reorganization of processing single stimuli, whether verbs or numbers. This reorganization - their weakened laterality - at least for response accuracy is not exclusive to processing of numbers, but the number of items to be processed. For response times, except for unpredictable tasks in mixed contexts, the "number problem" is more apparent. These outcomes are highly relevant to difficulties that simultaneous translators encounter when dealing with lengthy auditory material in which single items such as number words (and possibly other types of key words) need to be emphasized. Our results may also shed a new light on the "mathematical savant problem".
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189
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Collins E, Park J, Behrmann M. Numerosity representation is encoded in human subcortex. Proc Natl Acad Sci U S A 2017; 114:E2806-E2815. [PMID: 28320968 PMCID: PMC5389276 DOI: 10.1073/pnas.1613982114] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
Certain numerical abilities appear to be relatively ubiquitous in the animal kingdom, including the ability to recognize and differentiate relative quantities. This skill is present in human adults and children, as well as in nonhuman primates and, perhaps surprisingly, is also demonstrated by lower species such as mosquitofish and spiders, despite the absence of cortical computation available to primates. This ubiquity of numerical competence suggests that representations that connect to numerical tasks are likely subserved by evolutionarily conserved regions of the nervous system. Here, we test the hypothesis that the evaluation of relative numerical quantities is subserved by lower-order brain structures in humans. Using a monocular/dichoptic paradigm, across four experiments, we show that the discrimination of displays, consisting of both large (5-80) and small (1-4) numbers of dots, is facilitated in the monocular, subcortical portions of the visual system. This is only the case, however, when observers evaluate larger ratios of 3:1 or 4:1, but not smaller ratios, closer to 1:1. This profile of competence matches closely the skill with which newborn infants and other species can discriminate numerical quantity. These findings suggest conservation of ontogenetically and phylogenetically lower-order systems in adults' numerical abilities. The involvement of subcortical structures in representing numerical quantities provokes a reconsideration of current theories of the neural basis of numerical cognition, inasmuch as it bolsters the cross-species continuity of the biological system for numerical abilities.
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Affiliation(s)
- Elliot Collins
- Department of Psychology, Carnegie Mellon University, Pittsburgh PA 15213-3890
- Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh PA 15213-3890
- School of Medicine, University of Pittsburgh, Pittsburgh, PA 15261
| | - Joonkoo Park
- Department of Psychological and Brain Sciences, University of Massachusetts, Amherst, MA 01003
| | - Marlene Behrmann
- Department of Psychology, Carnegie Mellon University, Pittsburgh PA 15213-3890;
- Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh PA 15213-3890
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190
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Hiraiwa K. The Faculty of Language Integrates the Two Core Systems of Number. Front Psychol 2017; 8:351. [PMID: 28360870 PMCID: PMC5352688 DOI: 10.3389/fpsyg.2017.00351] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2016] [Accepted: 02/23/2017] [Indexed: 01/29/2023] Open
Abstract
Only humans possess the faculty of language that allows an infinite array of hierarchically structured expressions (Hauser et al., 2002; Berwick and Chomsky, 2015). Similarly, humans have a capacity for infinite natural numbers, while all other species seem to lack such a capacity (Gelman and Gallistel, 1978; Dehaene, 1997). Thus, the origin of this numerical capacity and its relation to language have been of much interdisciplinary interest in developmental and behavioral psychology, cognitive neuroscience, and linguistics (Dehaene, 1997; Hauser et al., 2002; Pica et al., 2004). Hauser et al. (2002) and Chomsky (2008) hypothesize that a recursive generative operation that is central to the computational system of language (called Merge) can give rise to the successor function in a set-theoretic fashion, from which capacities for discretely infinite natural numbers may be derived. However, a careful look at two domains in language, grammatical number and numerals, reveals no trace of the successor function. Following behavioral and neuropsychological evidence that there are two core systems of number cognition innately available, a core system of representation of large, approximate numerical magnitudes and a core system of precise representation of distinct small numbers (Feigenson et al., 2004), I argue that grammatical number reflects the core system of precise representation of distinct small numbers alone. In contrast, numeral systems arise from integrating the pre-existing two core systems of number and the human language faculty. To the extent that my arguments are correct, linguistic representations of number, grammatical number, and numerals do not incorporate anything like the successor function.
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Affiliation(s)
- Ken Hiraiwa
- Department of English, Meiji Gakuin UniversityTokyo, Japan
- Department of Linguistics and Philosophy, Massachusetts Institute of TechnologyCambridge, MA, USA
- *Correspondence: Ken Hiraiwa
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191
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Interpretation of approximate numerical expressions: Computational model and empirical study. Int J Approx Reason 2017. [DOI: 10.1016/j.ijar.2016.12.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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192
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The role of short-term memory and visuo-spatial skills in numerical magnitude processing: Evidence from Turner syndrome. PLoS One 2017; 12:e0171454. [PMID: 28222116 PMCID: PMC5319680 DOI: 10.1371/journal.pone.0171454] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Accepted: 01/20/2017] [Indexed: 01/29/2023] Open
Abstract
Most studies on magnitude representation have focused on the visual modality with no possibility of disentangling the influence of visuo-spatial skills and short-term memory (STM) abilities on quantification processes. This study examines this issue in patients with Turner syndrome (TS), a genetic condition characterized by a specific cognitive profile frequently associating poor mathematical achievement, low spatial skills and reduced STM abilities. In order to identify the influence of visuo-spatial and STM processing on numerical magnitude abilities, twenty female participants with TS and twenty control female participants matched for verbal IQ and education level were administered a series of magnitude comparison tasks. The tasks differed on the nature of the magnitude to be processed (continuous, discrete and symbolic magnitude), on visuo-spatial processing requirement (no/high) and on STM demands (low in simultaneous presentation vs. high in sequential presentation). Our results showed a lower acuity when participants with TS compared the numerical magnitudes of stimuli presented sequentially (low visuo-spatial processing and high STM load: Dot sequence and Sound sequence) while no difference was observed in the numerical comparison of sets presented simultaneously. In addition, the group difference in sequential tasks disappeared when controlling for STM abilities. Finally, both groups demonstrated similar performance when comparing continuous or symbolic magnitude stimuli and they exhibited comparable subitizing abilities. These results highlight the importance of STM abilities in extracting numerosity through a sequential presentation and underline the importance of considering the impact of format presentation on magnitude judgments.
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193
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Zorzi M, Testolin A. An emergentist perspective on the origin of number sense. Philos Trans R Soc Lond B Biol Sci 2017; 373:20170043. [PMID: 29292348 PMCID: PMC5784047 DOI: 10.1098/rstb.2017.0043] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/02/2017] [Indexed: 01/29/2023] Open
Abstract
The finding that human infants and many other animal species are sensitive to numerical quantity has been widely interpreted as evidence for evolved, biologically determined numerical capacities across unrelated species, thereby supporting a 'nativist' stance on the origin of number sense. Here, we tackle this issue within the 'emergentist' perspective provided by artificial neural network models, and we build on computer simulations to discuss two different approaches to think about the innateness of number sense. The first, illustrated by artificial life simulations, shows that numerical abilities can be supported by domain-specific representations emerging from evolutionary pressure. The second assumes that numerical representations need not be genetically pre-determined but can emerge from the interplay between innate architectural constraints and domain-general learning mechanisms, instantiated in deep learning simulations. We show that deep neural networks endowed with basic visuospatial processing exhibit a remarkable performance in numerosity discrimination before any experience-dependent learning, whereas unsupervised sensory experience with visual sets leads to subsequent improvement of number acuity and reduces the influence of continuous visual cues. The emergent neuronal code for numbers in the model includes both numerosity-sensitive (summation coding) and numerosity-selective response profiles, closely mirroring those found in monkey intraparietal neurons. We conclude that a form of innatism based on architectural and learning biases is a fruitful approach to understanding the origin and development of number sense.This article is part of a discussion meeting issue 'The origins of numerical abilities'.
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Affiliation(s)
- Marco Zorzi
- Department of General Psychology and Padova Neuroscience Center, University of Padova, Via Venezia 12, Padova 35131, Italy
- IRCCS San Camillo Hospital Foundation, Venice-Lido, Italy
| | - Alberto Testolin
- Department of General Psychology and Padova Neuroscience Center, University of Padova, Via Venezia 12, Padova 35131, Italy
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194
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Universal and uniquely human factors in spontaneous number perception. Nat Commun 2017; 8:13968. [PMID: 28091519 PMCID: PMC5241699 DOI: 10.1038/ncomms13968] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2015] [Accepted: 11/16/2016] [Indexed: 01/29/2023] Open
Abstract
A capacity for nonverbal numerical estimation is widespread among humans and animals. However, it is currently unclear whether numerical percepts are spontaneously extracted from the environment and whether nonverbal perception is influenced by human exposure to formal mathematics. We tested US adults and children, non-human primates, and numerate and innumerate Tsimane' adults on a quantity task in which they could choose to categorize sets of dots on the basis of number alone, surface area alone or a combination of the two. Despite differences in age, species and education, subjects are universally biased to base their judgments on number as opposed to the alternatives. Numerical biases are uniquely enhanced in humans compared to non-human primates, and correlated with degree of mathematics experience in both the US and Tsimane' groups. We conclude that humans universally and spontaneously extract numerical information, and that human nonverbal numerical perception is enhanced by symbolic numeracy.
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195
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Yang C, Crain S, Berwick RC, Chomsky N, Bolhuis JJ. The growth of language: Universal Grammar, experience, and principles of computation. Neurosci Biobehav Rev 2017; 81:103-119. [PMID: 28077259 DOI: 10.1016/j.neubiorev.2016.12.023] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2016] [Revised: 11/10/2016] [Accepted: 12/16/2016] [Indexed: 01/29/2023]
Abstract
Human infants develop language remarkably rapidly and without overt instruction. We argue that the distinctive ontogenesis of child language arises from the interplay of three factors: domain-specific principles of language (Universal Grammar), external experience, and properties of non-linguistic domains of cognition including general learning mechanisms and principles of efficient computation. We review developmental evidence that children make use of hierarchically composed structures ('Merge') from the earliest stages and at all levels of linguistic organization. At the same time, longitudinal trajectories of development show sensitivity to the quantity of specific patterns in the input, which suggests the use of probabilistic processes as well as inductive learning mechanisms that are suitable for the psychological constraints on language acquisition. By considering the place of language in human biology and evolution, we propose an approach that integrates principles from Universal Grammar and constraints from other domains of cognition. We outline some initial results of this approach as well as challenges for future research.
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Affiliation(s)
- Charles Yang
- Department of Linguistics and Department of Computer and Information Science, University of Pennsylvania, 619 Williams Hall, Philadelphia, PA 19081, USA.
| | - Stephen Crain
- Department of Linguistics, Macquarie University, and ARC Centre of Excellence in Cognition and its Disorders, Sydney, Australia
| | - Robert C Berwick
- Department of Electrical Engineering and Computer Science and Department of Brain and Cognitive Sciences, MIT, Cambridge, MA 02139, USA
| | - Noam Chomsky
- Department of Linguistics and Philosophy, MIT, Cambridge MA, USA
| | - Johan J Bolhuis
- Cognitive Neurobiology and Helmholtz Institute, Departments of Psychology and Biology, Utrecht University, Utrecht, The Netherlands; Department of Zoology and St. Catharine's College, University of Cambridge, UK
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196
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Amalric M, Wang L, Pica P, Figueira S, Sigman M, Dehaene S. The language of geometry: Fast comprehension of geometrical primitives and rules in human adults and preschoolers. PLoS Comput Biol 2017; 13:e1005273. [PMID: 28125595 PMCID: PMC5305265 DOI: 10.1371/journal.pcbi.1005273] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2016] [Revised: 02/13/2017] [Accepted: 11/24/2016] [Indexed: 01/29/2023] Open
Abstract
During language processing, humans form complex embedded representations from sequential inputs. Here, we ask whether a "geometrical language" with recursive embedding also underlies the human ability to encode sequences of spatial locations. We introduce a novel paradigm in which subjects are exposed to a sequence of spatial locations on an octagon, and are asked to predict future locations. The sequences vary in complexity according to a well-defined language comprising elementary primitives and recursive rules. A detailed analysis of error patterns indicates that primitives of symmetry and rotation are spontaneously detected and used by adults, preschoolers, and adult members of an indigene group in the Amazon, the Munduruku, who have a restricted numerical and geometrical lexicon and limited access to schooling. Furthermore, subjects readily combine these geometrical primitives into hierarchically organized expressions. By evaluating a large set of such combinations, we obtained a first view of the language needed to account for the representation of visuospatial sequences in humans, and conclude that they encode visuospatial sequences by minimizing the complexity of the structured expressions that capture them.
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Affiliation(s)
- Marie Amalric
- Cognitive Neuroimaging Unit, CEA DSV/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, NeuroSpin center, Gif/Yvette, France
- Sorbonne Universités, UPMC Univ Paris 06, IFD, Paris, France
- Collège de France, Paris, France
| | - Liping Wang
- Institute of Neuroscience, Key Laboratory of Primate Neurobiology, CAS Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, China
| | - Pierre Pica
- Instituto do Cérebro, Universidade Federal do Rio Grande do Norte, Natal, Brasil
- UMR 7023 Structures Formelles du Langage CNRS, Université Paris 8, Saint-Denis, France
| | - Santiago Figueira
- Department of Computer Science, FCEN, University of Buenos Aires and ICC-CONICET, Buenos Aires, Argentina
| | - Mariano Sigman
- Neuroscience Laboratory, Universidad Torcuato Di Tella, Buenos Aires, Argentina
| | - Stanislas Dehaene
- Cognitive Neuroimaging Unit, CEA DSV/I2BM, INSERM, Université Paris-Sud, Université Paris-Saclay, NeuroSpin center, Gif/Yvette, France
- Collège de France, Paris, France
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197
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Wang L, Sun Y, Zhou X. Relation between Approximate Number System Acuity and Mathematical Achievement: The Influence of Fluency. Front Psychol 2016; 7:1966. [PMID: 28066291 PMCID: PMC5167760 DOI: 10.3389/fpsyg.2016.01966] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2016] [Accepted: 12/02/2016] [Indexed: 01/29/2023] Open
Abstract
Previous studies have observed inconsistent relations between the acuity of the Approximate Number System (ANS) and mathematical achievement. In this paper, we hypothesize that the relation between ANS acuity and mathematical achievement is influenced by fluency; that is, the mathematical achievement test covering a greater expanse of mathematical fluency may better reflect the relation between ANS acuity and mathematics skills. We explored three types of mathematical achievement tests utilized in this study: Subtraction, graded, and semester-final examination. The subtraction test was designed to measure the mathematical fluency. The graded test was more fluency-based than the semester-final examination, but both involved the same mathematical knowledge from the class curriculum. A total of 219 fifth graders from primary schools were asked to perform all three tests, then given a numerosity comparison task, a visual form perception task (figure matching), and a series of other tasks to assess general cognitive processes (mental rotation, non-verbal matrix reasoning, and choice reaction time). The findings were consistent with our expectations. The relation between ANS acuity and mathematical achievement was particularly clearly reflected in the participants' performance on the visual form perception task, which supports the domain-general explanations for the underlying mechanisms of the relation between ANS acuity and math achievement.
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Affiliation(s)
- Li Wang
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal UniversityBeijing, China
- Siegler Center for Innovative Learning, Advanced Innovation Center for Future Education, Beijing Normal UniversityBeijing, China
| | - Yuhua Sun
- Institute of Education Science, Xinjiang Normal UniversityUrumqi, China
| | - Xinlin Zhou
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal UniversityBeijing, China
- Siegler Center for Innovative Learning, Advanced Innovation Center for Future Education, Beijing Normal UniversityBeijing, China
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198
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vanMarle K, Chu FW, Mou Y, Seok JH, Rouder J, Geary DC. Attaching meaning to the number words: contributions of the object tracking and approximate number systems. Dev Sci 2016; 21. [PMID: 27981702 DOI: 10.1111/desc.12495] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2015] [Accepted: 07/21/2016] [Indexed: 01/29/2023]
Abstract
Children's understanding of the quantities represented by number words (i.e., cardinality) is a surprisingly protracted but foundational step in their learning of formal mathematics. The development of cardinal knowledge is related to one or two core, inherent systems - the approximate number system (ANS) and the object tracking system (OTS) - but whether these systems act alone, in concert, or antagonistically is debated. Longitudinal assessments of 198 preschool children on OTS, ANS, and cardinality tasks enabled testing of two single-mechanism (ANS-only and OTS-only) and two dual-mechanism models, controlling for intelligence, executive functions, preliteracy skills, and demographic factors. Measures of both OTS and ANS predicted cardinal knowledge in concert early in the school year, inconsistent with single-mechanism models. The ANS but not the OTS predicted cardinal knowledge later in the school year as well the acquisition of the cardinal principle, a critical shift in cardinal understanding. The results support a Merge model, whereby both systems initially contribute to children's early mapping of number words to cardinal value, but the role of the OTS diminishes over time while that of the ANS continues to support cardinal knowledge as children come to understand the counting principles.
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Affiliation(s)
- Kristy vanMarle
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri, USA
| | - Felicia W Chu
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri, USA
| | - Yi Mou
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri, USA
| | - Jin H Seok
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri, USA
| | - Jeffrey Rouder
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri, USA
| | - David C Geary
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri, USA.,Interdisciplinary Neuroscience Program, University of Missouri, Columbia, Missouri, USA
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199
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Ditz HM, Nieder A. Numerosity representations in crows obey the Weber-Fechner law. Proc Biol Sci 2016; 283:20160083. [PMID: 27009227 DOI: 10.1098/rspb.2016.0083] [Citation(s) in RCA: 62] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Accepted: 02/25/2016] [Indexed: 01/29/2023] Open
Abstract
The ability to estimate number is widespread throughout the animal kingdom. Based on the relative close phylogenetic relationship (and thus equivalent brain structures), non-verbal numerical representations in human and non-human primates show almost identical behavioural signatures that obey the Weber-Fechner law. However, whether numerosity discriminations of vertebrates with a very different endbrain organization show the same behavioural signatures remains unknown. Therefore, we tested the numerical discrimination performance of two carrion crows (Corvus corone) to a broad range of numerosities from 1 to 30 in a delayed match-to-sample task similar to the one used previously with primates. The crows' discrimination was based on an analogue number system and showed the Weber-fraction signature (i.e. the 'just noticeable difference' between numerosity pairs increased in proportion to the numerical magnitudes). The detailed analysis of the performance indicates that numerosity representations in crows are scaled on a logarithmically compressed 'number line'. Because the same psychophysical characteristics are found in primates, these findings suggest fundamentally similar number representations between primates and birds. This study helps to resolve a classical debate in psychophysics: the mental number line seems to be logarithmic rather than linear, and not just in primates, but across vertebrates.
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Affiliation(s)
- Helen M Ditz
- Animal Physiology, Institute of Neurobiology, University of Tübingen, Auf der Morgenstelle 28, 72076 Tübingen, Germany
| | - Andreas Nieder
- Animal Physiology, Institute of Neurobiology, University of Tübingen, Auf der Morgenstelle 28, 72076 Tübingen, Germany
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200
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Undurraga EA, Nica V, Zhang R, Mensah IC, Godoy RA. Individual health and the visibility of village economic inequality: Longitudinal evidence from native Amazonians in Bolivia. ECONOMICS AND HUMAN BIOLOGY 2016; 23:18-26. [PMID: 27398876 PMCID: PMC5136506 DOI: 10.1016/j.ehb.2016.06.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Revised: 06/22/2016] [Accepted: 06/23/2016] [Indexed: 06/06/2023]
Abstract
Mounting evidence suggests that income inequality is associated with worse individual health. But does the visibility of inequality matter? Using data from a horticultural-foraging society of native Amazonians in Bolivia (Tsimane'), we examined whether village inequality in resources and behaviors with greater cultural visibility is more likely to bear a negative association with health than village inequality in less conspicuous resources. We draw on a nine-year annual panel (2002-2010) from 13 Tsimane' villages for our main analysis, and an additional survey to gauge the cultural visibility of resources. We measured inequality using the Gini coefficient. We tested the robustness of our results using a shorter two-year annual panel (2008-2009) in another 40 Tsimane' villages and an additional measure of inequality (coefficient of variation, CV). Behaviors with low cultural visibility (e.g., household farm area planted with staples) were less likely to be associated with individual health, compared to more conspicuous behaviors (e.g., expenditures in durable goods, consumption of domesticated animals). We find some evidence that property rights and access to resources matter, with inequality of privately-owned resources showing a larger effect on health. More inequality was associated with improved perceived health - maybe due to improved health prospects from increasing wealth - and worse anthropometric indicators. For example, a unit increase in the Gini coefficient of expenditures in durable goods was associated with 0.24 fewer episodes of stress and a six percentage-point lower probability of reporting illness. A one-point increase in the CV of village inequality in meat consumption was associated with a 4 and 3 percentage-point lower probability of reporting illness and being in bed due to illness, and a 0.05 SD decrease in age-sex standardized arm-muscle area. In small-scale, rural societies at the periphery of market economies, nominal economic inequality in resources bore an association with individual health, but did not necessarily harm perceived health. Economic inequalities in small-scale societies apparently matter, but a thick cultural tapestry of reciprocity norms and kinship ties makes their effects less predictable than in industrial societies.
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Affiliation(s)
- Eduardo A Undurraga
- Heller School for Social Policy and Management, Brandeis University, 415 South Street, MS035, Waltham, MA 02454-9110, USA; Center for Intercultural and Indigenous Research, Pontificia Universidad Católica de Chile, Av. Vicuña Mackenna 4860, Santiago, RM 7820436, Chile.
| | - Veronica Nica
- Heller School for Social Policy and Management, Brandeis University, 415 South Street, MS035, Waltham, MA 02454-9110, USA.
| | - Rebecca Zhang
- Federal Reserve Board, 20th Street and Constitution Avenue NW, Washington, DC 20551, USA.
| | - Irene C Mensah
- UNDP, 01 BP506 lot 111, Zone Residentielle, Cotonou, Benin.
| | - Ricardo A Godoy
- Heller School for Social Policy and Management, Brandeis University, 415 South Street, MS035, Waltham, MA 02454-9110, USA.
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