1
|
Cartocci G, Inguscio BMS, Giorgi A, Vozzi A, Leone CA, Grassia R, Di Nardo W, Di Cesare T, Fetoni AR, Freni F, Ciodaro F, Galletti F, Albera R, Canale A, Piccioni LO, Babiloni F. Music in noise recognition: An EEG study of listening effort in cochlear implant users and normal hearing controls. PLoS One 2023; 18:e0288461. [PMID: 37561758 PMCID: PMC10414671 DOI: 10.1371/journal.pone.0288461] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 06/27/2023] [Indexed: 08/12/2023] Open
Abstract
Despite the plethora of studies investigating listening effort and the amount of research concerning music perception by cochlear implant (CI) users, the investigation of the influence of background noise on music processing has never been performed. Given the typical speech in noise recognition task for the listening effort assessment, the aim of the present study was to investigate the listening effort during an emotional categorization task on musical pieces with different levels of background noise. The listening effort was investigated, in addition to participants' ratings and performances, using EEG features known to be involved in such phenomenon, that is alpha activity in parietal areas and in the left inferior frontal gyrus (IFG), that includes the Broca's area. Results showed that CI users performed worse than normal hearing (NH) controls in the recognition of the emotional content of the stimuli. Furthermore, when considering the alpha activity corresponding to the listening to signal to noise ratio (SNR) 5 and SNR10 conditions subtracted of the activity while listening to the Quiet condition-ideally removing the emotional content of the music and isolating the difficulty level due to the SNRs- CI users reported higher levels of activity in the parietal alpha and in the homologous of the left IFG in the right hemisphere (F8 EEG channel), in comparison to NH. Finally, a novel suggestion of a particular sensitivity of F8 for SNR-related listening effort in music was provided.
Collapse
Affiliation(s)
- Giulia Cartocci
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
- BrainSigns ltd, Rome, Italy
| | | | - Andrea Giorgi
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
- BrainSigns ltd, Rome, Italy
| | | | - Carlo Antonio Leone
- Department of Otolaringology Head-Neck Surgery, Monaldi Hospital, Naples, Italy
| | - Rosa Grassia
- Department of Otolaringology Head-Neck Surgery, Monaldi Hospital, Naples, Italy
| | - Walter Di Nardo
- Institute of Otorhinolaryngology, Catholic University of Sacred Heart, Fondazione Policlinico "A Gemelli," IRCCS, Rome, Italy
| | - Tiziana Di Cesare
- Institute of Otorhinolaryngology, Catholic University of Sacred Heart, Fondazione Policlinico "A Gemelli," IRCCS, Rome, Italy
| | - Anna Rita Fetoni
- Institute of Otorhinolaryngology, Catholic University of Sacred Heart, Fondazione Policlinico "A Gemelli," IRCCS, Rome, Italy
| | - Francesco Freni
- Department of Otorhinolaryngology, University of Messina, Messina, Italy
| | - Francesco Ciodaro
- Department of Otorhinolaryngology, University of Messina, Messina, Italy
| | - Francesco Galletti
- Department of Otorhinolaryngology, University of Messina, Messina, Italy
| | - Roberto Albera
- Department of Surgical Sciences, University of Turin, Turin, Italy
| | - Andrea Canale
- Department of Surgical Sciences, University of Turin, Turin, Italy
| | - Lucia Oriella Piccioni
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Fabio Babiloni
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
- BrainSigns ltd, Rome, Italy
| |
Collapse
|
2
|
Alsharif AH, Salleh NZM, Alrawad M, Lutfi A. Exploring global trends and future directions in advertising research: A focus on consumer behavior. CURRENT PSYCHOLOGY 2023:1-24. [PMID: 37359681 PMCID: PMC10239056 DOI: 10.1007/s12144-023-04812-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/25/2023] [Indexed: 06/28/2023]
Abstract
This study aims to select the physiological and neurophysiological studies utilized in advertising and to address the fragmented comprehension of consumers' mental responses to advertising held by marketers and advertisers. To fill the gap, the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) framework was employed to select relevant articles, and bibliometric analysis was conducted to determine global trends and advancements in advertising and neuromarketing. The study selected and analyzed forty-one papers from the Web of Science (WoS) database from 2009-2020. The results indicated that Spain, particularly the Complutense University of Madrid, was the most productive country and institution, respectively, with 11 and 3 articles. The journal Frontiers in Psychology was the most prolific, with eight articles. The article "Neuromarketing: The New Science of Consumer Behavior" had the most citations (152 T.Cs). Additionally, the researchers discovered that the inferior frontal and middle temporal gyri were associated with pleasant and unpleasant emotions, respectively, while the right superior temporal and right middle frontal gyrus was connected to high and low arousal. Furthermore, the right prefrontal cortex (PFC) and left PFC were linked to withdrawal and approach behaviors. In terms of the reward system, the ventral striatum played a critical role, while the orbitofrontal cortex and ventromedial PFC were connected to perception. As far as we know, this is the first paper that focused on the global academic trends and developments of neurophysiological and physiological instruments used in advertising in the new millennium, emphasizing the significance of intrinsic and extrinsic emotional processes, endogenous and exogenous attentional processes, memory, reward, motivational attitude, and perception in advertising campaigns.
Collapse
Affiliation(s)
- Ahmed H. Alsharif
- Azman Hashim International Business School, Universiti Teknologi Malaysia, 81310 Skudai, Johor Malaysia
| | - Nor Zafir Md Salleh
- Azman Hashim International Business School, Universiti Teknologi Malaysia, 81310 Skudai, Johor Malaysia
| | - Mahmaod Alrawad
- Department of Quantitative Methods, College of Business Administration, King Faisal University, Al-Ahsa, 31982 Saudi Arabia
- College of Business Administration and Economics, Al-Hussein Bin Talal University, Ma’an, 71111 Jordan
| | - Abdalwali Lutfi
- Department of Accounting, College of Business, King Faisal University, Al-Ahsa, 31982 Saudi Arabia
| |
Collapse
|
3
|
Giorgi A, Menicocci S, Forte M, Ferrara V, Mingione M, Alaimo Di Loro P, Inguscio BMS, Ferrara S, Babiloni F, Vozzi A, Ronca V, Cartocci G. Virtual and Reality: A Neurophysiological Pilot Study of the Sarcophagus of the Spouses. Brain Sci 2023; 13:brainsci13040635. [PMID: 37190600 DOI: 10.3390/brainsci13040635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 03/29/2023] [Accepted: 04/04/2023] [Indexed: 05/17/2023] Open
Abstract
Art experience is not solely the observation of artistic objects, but great relevance is also placed on the environment in which the art experience takes place, often in museums and galleries. Interestingly, in the last few years, the introduction of some forms of virtual reality (VR) in museum contexts has been increasing. This has solicited enormous research interest in investigating any eventual differences between looking at the same artifact either in a real context (e.g. a museum) and in VR. To address such a target, a neuroaesthetic study was performed in which electroencephalography (EEG) and autonomic signals (heart rate and skin conductance) were recorded during the observation of the Etruscan artifact "Sarcophagus of the Spouses", both in the museum and in a VR reproduction. Results from EEG analysis showed a higher level of the Workload Index during observation in the museum compared to VR (p = 0.04), while the Approach-Withdrawal Index highlighted increased levels during the observation in VR compared to the observation in the museum (p = 0.03). Concerning autonomic indices, the museum elicited a higher Emotional Index response than the VR (p = 0.03). Overall, preliminary results suggest a higher engagement potential of the museum compared to VR, although VR could also favour higher embodiment than the museum.
Collapse
Affiliation(s)
- Andrea Giorgi
- Unit of Histology and Medical Embryology, SAIMLAL Department, Sapienza University of Rome, 00185 Rome, Italy
- BrainSigns Ltd., 00185 Rome, Italy
| | - Stefano Menicocci
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, 00161 Rome, Italy
| | - Maurizio Forte
- Department of Classical Studies, Duke University, Durham, NC 27708, USA
| | - Vincenza Ferrara
- Art and Medical Humanities Lab, Sapienza University of Rome, 00185 Rome, Italy
| | - Marco Mingione
- Department of Political Sciences, Roma Tre University, 00145 Rome, Italy
| | - Pierfrancesco Alaimo Di Loro
- Department of Law, Economics, Politics and Modern Languages, Libera Università Maria SS. Assunta (LUMSA), 00192 Rome, Italy
| | - Bianca Maria Serena Inguscio
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Human Neuroscience, Sapienza University of Rome, 00185 Rome, Italy
| | | | - Fabio Babiloni
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, 00161 Rome, Italy
- Department of Computer Science, Hangzhou Dianzi University, Hangzhou 310018, China
| | - Alessia Vozzi
- Unit of Histology and Medical Embryology, SAIMLAL Department, Sapienza University of Rome, 00185 Rome, Italy
- BrainSigns Ltd., 00185 Rome, Italy
| | - Vincenzo Ronca
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Computer, Control and Management Engineering "Antonio Ruberti", Sapienza University of Rome, 00185 Rome, Italy
| | - Giulia Cartocci
- BrainSigns Ltd., 00185 Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, 00161 Rome, Italy
| |
Collapse
|
4
|
Byrne A, Bonfiglio E, Rigby C, Edelstyn N. A systematic review of the prediction of consumer preference using EEG measures and machine-learning in neuromarketing research. Brain Inform 2022; 9:27. [PMCID: PMC9663791 DOI: 10.1186/s40708-022-00175-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 09/15/2022] [Indexed: 11/16/2022] Open
Abstract
Abstract
Introduction
The present paper discusses the findings of a systematic review of EEG measures in neuromarketing, identifying which EEG measures are the most robust predictor of customer preference in neuromarketing. The review investigated which TF effect (e.g., theta-band power), and ERP component (e.g., N400) was most consistently reflective of self-reported preference. Machine-learning prediction also investigated, along with the use of EEG when combined with physiological measures such as eye-tracking.
Methods
Search terms ‘neuromarketing’ and ‘consumer neuroscience’ identified papers that used EEG measures. Publications were excluded if they were primarily written in a language other than English or were not published as journal articles (e.g., book chapters). 174 papers were included in the present review.
Results
Frontal alpha asymmetry (FAA) was the most reliable TF signal of preference and was able to differentiate positive from negative consumer responses. Similarly, the late positive potential (LPP) was the most reliable ERP component, reflecting conscious emotional evaluation of products and advertising. However, there was limited consistency across papers, with each measure showing mixed results when related to preference and purchase behaviour.
Conclusions and implications
FAA and the LPP were the most consistent markers of emotional responses to marketing stimuli, consumer preference and purchase intention. Predictive accuracy of FAA and the LPP was greatly improved through the use of machine-learning prediction, especially when combined with eye-tracking or facial expression analyses.
Collapse
|
5
|
Russo V, Bilucaglia M, Circi R, Bellati M, Valesi R, Laureanti R, Licitra G, Zito M. The Role of the Emotional Sequence in the Communication of the Territorial Cheeses: A Neuromarketing Approach. Foods 2022; 11:foods11152349. [PMID: 35954114 PMCID: PMC9368719 DOI: 10.3390/foods11152349] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 07/29/2022] [Accepted: 08/03/2022] [Indexed: 11/16/2022] Open
Abstract
Over the past few years, many studies have shown how territoriality can be considered a driver for purchasing agri-food products. Products with certification of origin are perceived as more sustainable, safer and of better quality. At the same time, producers of traditional products often belong to small entities that struggle to compete with large multinational food corporations, having less budget to allocate to product promotion. In this study, we propose a neuromarketing approach, showing how the use of these techniques can help in choosing the most effective commercial in terms of likeability and ability to activate mnemonic processes. Two commercials were filmed for the purpose of this study. They differed from each other in terms of emotional sequence. The first aimed primarily at eliciting positive emotions derived from the product description. The second aimed to generate negative emotions during the early stages, highlighting the negative consequences of humans' loss of contact with nature and tradition and then eliciting positive emotions by presenting cheese production using traditional techniques as a solution to the problem. Based on the literature on the emotional sequences in social advertising, we hypothesised that the second commercial would generate an overall better emotional reaction and activate mnemonic processes to a greater extent. Our results partially support the research hypotheses, providing useful insights both to marketers and for future research on the topic.
Collapse
Affiliation(s)
- Vincenzo Russo
- Department of Business, Law, Economics and Consumer Behaviour “Carlo A. Ricciardi”, Università IULM, 20143 Milan, Italy
- Behavior and Brain Lab IULM—Neuromarketing Research Center, Università IULM, 20143 Milan, Italy
| | - Marco Bilucaglia
- Department of Business, Law, Economics and Consumer Behaviour “Carlo A. Ricciardi”, Università IULM, 20143 Milan, Italy
- Behavior and Brain Lab IULM—Neuromarketing Research Center, Università IULM, 20143 Milan, Italy
| | - Riccardo Circi
- Behavior and Brain Lab IULM—Neuromarketing Research Center, Università IULM, 20143 Milan, Italy
| | - Mara Bellati
- Institute of Agricultural Biology and Biotechnology (IBBA), National Research Council of Italy (CNR), 20133 Milan, Italy
- Correspondence:
| | - Riccardo Valesi
- Department of Management, Università degli Studi di Bergamo, 24129 Bergamo, Italy
| | - Rita Laureanti
- Departments of Electronics, Information and Bioengineering (DEIB), Politecnico di Milano, 20133 Milano, Italy
| | - Giuseppe Licitra
- Departmentf of Agricolture, Food and Enviroment (Di3A), Università di Catania, 95123 Catania, Italy
| | - Margherita Zito
- Department of Business, Law, Economics and Consumer Behaviour “Carlo A. Ricciardi”, Università IULM, 20143 Milan, Italy
- Behavior and Brain Lab IULM—Neuromarketing Research Center, Università IULM, 20143 Milan, Italy
| |
Collapse
|
6
|
Inguscio BMS, Mancini P, Greco A, Nicastri M, Giallini I, Leone CA, Grassia R, Di Nardo W, Di Cesare T, Rossi F, Canale A, Albera A, Giorgi A, Malerba P, Babiloni F, Cartocci G. ‘Musical effort’ and ‘musical pleasantness’: a pilot study on the neurophysiological correlates of classical music listening in adults normal hearing and unilateral cochlear implant users. HEARING, BALANCE AND COMMUNICATION 2022. [DOI: 10.1080/21695717.2022.2079325] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
| | - Patrizia Mancini
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Antonio Greco
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Maria Nicastri
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Ilaria Giallini
- Department of Sense Organs, Sapienza University of Rome, Rome, Italy
| | - Carlo Antonio Leone
- Department of Otolaryngology/Head and Neck Surgery, Monaldi Hospital, Naples, Italy
| | - Rosa Grassia
- Department of Otolaryngology/Head and Neck Surgery, Monaldi Hospital, Naples, Italy
| | - Walter Di Nardo
- Otorhinolaryngology and Physiology, Catholic University of Rome, Rome, Italy
| | - Tiziana Di Cesare
- Otorhinolaryngology and Physiology, Catholic University of Rome, Rome, Italy
| | - Federica Rossi
- Otorhinolaryngology and Physiology, Catholic University of Rome, Rome, Italy
| | - Andrea Canale
- Division of Otorhinolaryngology, Department of Surgical Sciences, University of Turin, Italy
| | - Andrea Albera
- Division of Otorhinolaryngology, Department of Surgical Sciences, University of Turin, Italy
| | | | | | - Fabio Babiloni
- BrainSigns Srl, Rome, Italy
- Department of Computer Science, Hangzhou Dianzi University, Hangzhou, China
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
| | - Giulia Cartocci
- BrainSigns Srl, Rome, Italy
- Department of Molecular Medicine, Sapienza University of Rome, Rome, Italy
| |
Collapse
|
7
|
Inguscio BMS, Cartocci G, Modica E, Rossi D, Martinez-Levy AC, Cherubino P, Tamborra L, Babiloni F. Smoke signals: A study of the neurophysiological reaction of smokers and non-smokers to smoking cues inserted into antismoking public service announcements. Int J Psychophysiol 2021; 167:22-29. [PMID: 34175349 DOI: 10.1016/j.ijpsycho.2021.06.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2020] [Revised: 03/17/2021] [Accepted: 06/18/2021] [Indexed: 11/22/2022]
Abstract
Tobacco addiction is one of the biggest health emergencies in the world, Antismoking Public Service Announcements (PSAs) represent the main public tool against smoking; however, smoking-related cues (SCs) often included in PSAs can trigger ambiguous cerebral reactions that could impact the persuasiveness and efficacy of the antismoking message. This study aimed to investigate the electroencephalographic (EEG) response in adult smokers and non-smokers during the exposure to SCs presented in antismoking PSAs video, in order to identify eventual neurophysiological features of SCs' 'boomerang effect' elicited in smokers. EEG frontal Alpha asymmetry and frontal Theta were analyzed in 92 adults (30 no smokers, 31 low smokers, 31 high smokers) from EEG recorded during the vision of 3 antismoking PSAs, statistical analysis was conducted using ANOVA. Main results showed a significant interaction between smoking cue condition (Pre and Post) and smoking habit (in particular for female heavy smokers) for the frontal Alpha asymmetry. Since the relative higher right frontal Alpha activity is associated with approach towards a stimulus, it is suggested that the relative left frontal Alpha increase in response to SCs might reflect an appetitive approach in response to it. In the light of the Incentive Sensitization Theory, this pattern can be interpreted as a neurophysiological signal in response to SCs that could undermine the message's effectiveness contributing to the maintenance of the addiction.
Collapse
Affiliation(s)
- Bianca M S Inguscio
- Department of Sense Organs, Sapienza University of Rome, Viale dell'Università, 31, 00161 Rome, Italy; BrainSigns Srl, Lungotevere Michelangelo, 9, 00192 Rome, Italy.
| | - Giulia Cartocci
- BrainSigns Srl, Lungotevere Michelangelo, 9, 00192 Rome, Italy; Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy
| | - Enrica Modica
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy
| | - Dario Rossi
- BrainSigns Srl, Lungotevere Michelangelo, 9, 00192 Rome, Italy; Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Sapienza University of Rome, Via A. Scarpa, 16, 00161 Rome, Italy; Department of Business and Management, LUISS Guido Carli, Viale Romania, 32, 00197 Rome, Italy
| | - Ana C Martinez-Levy
- BrainSigns Srl, Lungotevere Michelangelo, 9, 00192 Rome, Italy; Department of Communication and Social Research, Sapienza University of Rome, Via Salaria, 113, 00198 Rome, Italy
| | - Patrizia Cherubino
- BrainSigns Srl, Lungotevere Michelangelo, 9, 00192 Rome, Italy; Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy
| | - Luca Tamborra
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy
| | - Fabio Babiloni
- BrainSigns Srl, Lungotevere Michelangelo, 9, 00192 Rome, Italy; Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy; Department of Computer Science, Hangzhou Dianzi University, Xiasha Higher Education Zone, 310018 Hangzhou, China
| |
Collapse
|
8
|
Neuroimaging Techniques in Advertising Research: Main Applications, Development, and Brain Regions and Processes. SUSTAINABILITY 2021. [DOI: 10.3390/su13116488] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Despite the advancement in neuroimaging tools, studies about using neuroimaging tools to study the impact of advertising on brain regions and processes are scant and remain unclear in academic literature. In this article, we have followed a literature review methodology and a bibliometric analysis to select empirical and review papers that employed neuroimaging tools in advertising campaigns and to understand the global research trends in the neuromarketing domain. We extracted and analyzed sixty-three articles from the Web of Science database to answer our study questions. We found four common neuroimaging techniques employed in advertising research. We also found that the orbitofrontal cortex (OFC), the ventromedial prefrontal cortex, and the dorsolateral prefrontal cortex play a vital role in decision-making processes. The OFC is linked to positive valence, and the lateral OFC and left dorsal anterior insula related in negative valence. In addition, the thalamus and primary visual area associated with the bottom-up attention system, whereas the top-down attention system connected to the dorsolateral prefrontal cortex, parietal cortex, and primary visual areas. For memory, the hippocampus is responsible for generating and processing memories. We hope that this study provides valuable insights about the main brain regions and processes of interest for advertising.
Collapse
|
9
|
NeuroDante: Poetry Mentally Engages More Experts but Moves More Non-Experts, and for Both the Cerebral Approach Tendency Goes Hand in Hand with the Cerebral Effort. Brain Sci 2021; 11:brainsci11030281. [PMID: 33668815 PMCID: PMC7996310 DOI: 10.3390/brainsci11030281] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Revised: 02/17/2021] [Accepted: 02/18/2021] [Indexed: 11/17/2022] Open
Abstract
Neuroaesthetics, the science studying the biological underpinnings of aesthetic experience, recently extended its area of investigation to literary art; this was the humus where neurocognitive poetics blossomed. Divina Commedia represents one of the most important, famous and studied poems worldwide. Poetry stimuli are characterized by elements (meter and rhyme) promoting the processing fluency, a core aspect of neuroaesthetics theories. In addition, given the evidence of different neurophysiological reactions between experts and non-experts in response to artistic stimuli, the aim of the present study was to investigate, in poetry, a different neurophysiological cognitive and emotional reaction between Literature (L) and Non-Literature (NL) students. A further aim was to investigate whether neurophysiological underpinnings would support explanation of behavioral data. Investigation methods employed: self-report assessments (recognition, appreciation, content recall) and neurophysiological indexes (approach/withdrawal (AW), cerebral effort (CE) and galvanic skin response (GSR)). The main behavioral results, according to fluency theories in aesthetics, suggested in the NL but not in the L group that the appreciation/liking went hand by hand with the self-declared recognition and with the content recall. The main neurophysiological results were: (i) higher galvanic skin response in NL, whilst higher CE values in L; (ii) a positive correlation between AW and CE indexes in both groups. The present results extended previous evidence relative to figurative art also to auditory poetry stimuli, suggesting an emotional attenuation “expertise-specific” showed by experts, but increased cognitive processing in response to the stimuli.
Collapse
|
10
|
Eroğlu K, Kayıkçıoğlu T, Osman O. Effect of brightness of visual stimuli on EEG signals. Behav Brain Res 2020; 382:112486. [PMID: 31958517 DOI: 10.1016/j.bbr.2020.112486] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Revised: 12/22/2019] [Accepted: 01/16/2020] [Indexed: 01/04/2023]
Abstract
The aim of this study was to examine brightness effect, which is the perceptual property of visual stimuli, on brain responses obtained during visual processing of these stimuli. For this purpose, brain responses of the brain to changes in brightness were explored comparatively using different emotional images (pleasant, unpleasant and neutral) with different luminance levels. In the study, electroencephalography recordings from 12 different electrode sites of 31 healthy participants were used. The power spectra obtained from the analysis of the recordings using short time Fourier transform were analyzed, and a statistical analysis was performed on features extracted from these power spectra. Statistical findings were compared with those obtained from behavioral data. The results showed that the brightness of visual stimuli affected the power of brain responses depending on frequency, time and location. According to the statistically verified findings, the increase in the brightness of pleasant and neutral images increased the average power of responses in the parietal and occipital regions whereas the increase in the brightness of unpleasant images decreased the average power of responses in these regions. Moreover, the statistical results obtained for unpleasant images were found to be in accordance with the behavioral data. The results revealed that the brightness of visual stimuli could be represented by changing the activity power of the brain cortex. The findings emphasized that the brightness of visual stimuli should be viewed as an important parameter in studies using emotional image techniques such as image classification, emotion evaluation and neuro-marketing.
Collapse
Affiliation(s)
- Kübra Eroğlu
- Department of Electrical-Electronics Engineering, Istanbul Arel University, Istanbul, Turkey.
| | - Temel Kayıkçıoğlu
- Department of Electrical-Electronics Engineering, Karadeniz Technical University, Trabzon, Turkey
| | - Onur Osman
- Department of Electrical-Electronics Engineering, Istanbul Arel University, Istanbul, Turkey
| |
Collapse
|
11
|
Cherubino P, Martinez-Levy AC, Caratù M, Cartocci G, Di Flumeri G, Modica E, Rossi D, Mancini M, Trettel A. Consumer Behaviour through the Eyes of Neurophysiological Measures: State-of-the-Art and Future Trends. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2019; 2019:1976847. [PMID: 31641346 PMCID: PMC6766676 DOI: 10.1155/2019/1976847] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Accepted: 07/31/2019] [Indexed: 01/08/2023]
Abstract
The new technological advances achieved during the last decade allowed the scientific community to investigate and employ neurophysiological measures not only for research purposes but also for the study of human behaviour in real and daily life situations. The aim of this review is to understand how and whether neuroscientific technologies can be effectively employed to better understand the human behaviour in real decision-making contexts. To do so, firstly, we will describe the historical development of neuromarketing and its main applications in assessing the sensory perceptions of some marketing and advertising stimuli. Then, we will describe the main neuroscientific tools available for such kind of investigations (e.g., measuring the cerebral electrical or hemodynamic activity, the eye movements, and the psychometric responses). Also, this review will present different brain measurement techniques, along with their pros and cons, and the main cerebral indexes linked to the specific mental states of interest (used in most of the neuromarketing research). Such indexes have been supported by adequate validations from the scientific community and are largely employed in neuromarketing research. This review will also discuss a series of papers that present different neuromarketing applications, such us in-store choices and retail, services, pricing, brand perception, web usability, neuropolitics, evaluation of the food and wine taste, and aesthetic perception of artworks. Furthermore, this work will face the ethical issues arisen on the use of these tools for the evaluation of the human behaviour during decision-making tasks. In conclusion, the main challenges that neuromarketing is going to face, as well as future directions and possible scenarios that could be derived by the use of neuroscience in the marketing field, will be identified and discussed.
Collapse
Affiliation(s)
- Patrizia Cherubino
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy
- BrainSigns Srl, Via Sesto Celere 7/c, 00152 Rome, Italy
| | - Ana C. Martinez-Levy
- BrainSigns Srl, Via Sesto Celere 7/c, 00152 Rome, Italy
- Department of Communication and Social Research, Sapienza University of Rome, Via Salaria, 113, 00198 Rome, Italy
| | - Myriam Caratù
- BrainSigns Srl, Via Sesto Celere 7/c, 00152 Rome, Italy
- Department of Communication and Social Research, Sapienza University of Rome, Via Salaria, 113, 00198 Rome, Italy
| | - Giulia Cartocci
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy
- BrainSigns Srl, Via Sesto Celere 7/c, 00152 Rome, Italy
| | - Gianluca Di Flumeri
- Department of Molecular Medicine, Sapienza University of Rome, Viale Regina Elena, 291, 00161 Rome, Italy
- BrainSigns Srl, Via Sesto Celere 7/c, 00152 Rome, Italy
| | - Enrica Modica
- Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy
| | - Dario Rossi
- Department of Anatomical, Histological, Forensic & Orthopedic Sciences, Sapienza University of Rome, Piazzale Aldo Moro 5, 00185 Rome, Italy
| | - Marco Mancini
- BrainSigns Srl, Via Sesto Celere 7/c, 00152 Rome, Italy
| | | |
Collapse
|
12
|
Aricò P, Reynal M, Di Flumeri G, Borghini G, Sciaraffa N, Imbert JP, Hurter C, Terenzi M, Ferreira A, Pozzi S, Betti V, Marucci M, Telea AC, Babiloni F. How Neurophysiological Measures Can be Used to Enhance the Evaluation of Remote Tower Solutions. Front Hum Neurosci 2019; 13:303. [PMID: 31551735 PMCID: PMC6743038 DOI: 10.3389/fnhum.2019.00303] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 08/14/2019] [Indexed: 12/20/2022] Open
Abstract
New solutions in operational environments are often, among objective measurements, evaluated by using subjective assessment and judgment from experts. Anyhow, it has been demonstrated that subjective measures suffer from poor resolution due to a high intra and inter-operator variability. Also, performance measures, if available, could provide just partial information, since an operator could achieve the same performance but experiencing a different workload. In this study, we aimed to demonstrate: (i) the higher resolution of neurophysiological measures in comparison to subjective ones; and (ii) how the simultaneous employment of neurophysiological measures and behavioral ones could allow a holistic assessment of operational tools. In this regard, we tested the effectiveness of an electroencephalography (EEG)-based neurophysiological index (WEEG index) in comparing two different solutions (i.e., Normal and Augmented) in terms of experienced workload. In this regard, 16 professional air traffic controllers (ATCOs) have been asked to perform two operational scenarios. Galvanic Skin Response (GSR) has also been recorded to evaluate the level of arousal (i.e., operator involvement) during the two scenarios execution. NASA-TLX questionnaire has been used to evaluate the perceived workload, and an expert was asked to assess performance achieved by the ATCOs. Finally, reaction times on specific operational events relevant for the assessment of the two solutions, have also been collected. Results highlighted that the Augmented solution induced a local increase in subjects performance (Reaction times). At the same time, this solution induced an increase in the workload experienced by the participants (WEEG). Anyhow, this increase is still acceptable, since it did not negatively impact the performance and has to be intended only as a consequence of the higher engagement of the ATCOs. This behavioral effect is totally in line with physiological results obtained in terms of arousal (GSR), that increased during the scenario with augmentation. Subjective measures (NASA-TLX) did not highlight any significant variation in perceived workload. These results suggest that neurophysiological measure provide additional information than behavioral and subjective ones, even at a level of few seconds, and its employment during the pre-operational activities (e.g., design process) could allow a more holistic and accurate evaluation of new solutions.
Collapse
Affiliation(s)
- Pietro Aricò
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy.,BrainSigns srl, Rome, Italy.,IRCCS Fondazione Santa Lucia, Neuroelectrical Imaging and BCI Lab, Rome, Italy
| | - Maxime Reynal
- French Civil Aviation University (ENAC), University of Toulouse, Toulouse, France
| | - Gianluca Di Flumeri
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy.,BrainSigns srl, Rome, Italy.,IRCCS Fondazione Santa Lucia, Neuroelectrical Imaging and BCI Lab, Rome, Italy
| | - Gianluca Borghini
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy.,BrainSigns srl, Rome, Italy.,IRCCS Fondazione Santa Lucia, Neuroelectrical Imaging and BCI Lab, Rome, Italy
| | - Nicolina Sciaraffa
- BrainSigns srl, Rome, Italy.,IRCCS Fondazione Santa Lucia, Neuroelectrical Imaging and BCI Lab, Rome, Italy.,Department of Anatomical, Histological, Forensic & Orthopedic Sciences, "Sapienza" University of Rome, Rome, Italy
| | - Jean-Paul Imbert
- French Civil Aviation University (ENAC), University of Toulouse, Toulouse, France
| | - Christophe Hurter
- French Civil Aviation University (ENAC), University of Toulouse, Toulouse, France
| | | | | | | | - Viviana Betti
- IRCCS Fondazione Santa Lucia, Neuroelectrical Imaging and BCI Lab, Rome, Italy.,Department of Psychology, "Sapienza" University of Rome, Rome, Italy
| | - Matteo Marucci
- Department of Psychology, "Sapienza" University of Rome, Rome, Italy.,Braintrends Limited, Applied Neuroscience, Rome, Italy
| | - Alexandru C Telea
- Department of Mathematics and Computing Science, University of Groningen, Groningen, Netherlands
| | - Fabio Babiloni
- Department of Molecular Medicine, "Sapienza" University of Rome, Rome, Italy.,BrainSigns srl, Rome, Italy.,IRCCS Fondazione Santa Lucia, Neuroelectrical Imaging and BCI Lab, Rome, Italy.,College Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, China
| |
Collapse
|
13
|
Antismoking Campaigns' Perception and Gender Differences: A Comparison among EEG Indices. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2019; 2019:7348795. [PMID: 31143204 PMCID: PMC6501276 DOI: 10.1155/2019/7348795] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/02/2019] [Accepted: 03/24/2019] [Indexed: 12/22/2022]
Abstract
Human factors' aim is to understand and evaluate the interactions between people and tasks, technologies, and environment. Among human factors, it is possible then to include the subjective reaction to external stimuli, due to individual's characteristics and states of mind. These processes are also involved in the perception of antismoking public service announcements (PSAs), the main tool for governments to contrast the first cause of preventable deaths in the world: tobacco addiction. In the light of that, in the present article, it has been investigated through the comparison of different electroencephalographic (EEG) indices a typical item known to be able of influencing PSA perception, that is gender. In order to investigate the neurophysiological underpinnings of such different perception, we tested two PSAs: one with a female character and one with a male character. Furthermore, the experimental sample was divided into men and women, as well as smokers and nonsmokers. The employed EEG indices were the mental engagement (ME: the ratio between beta activity and the sum of alpha and theta activity); the approach/withdrawal (AW: the frontal alpha asymmetry in the alpha band); and the frontal theta activity and the spectral asymmetry index (SASI: the ratio between beta minus theta and beta plus theta). Results suggested that the ME and the AW presented an opposite trend, with smokers showing higher ME and lower AW than nonsmokers. The ME and the frontal theta also evidenced a statistically significant interaction between the kind of the PSA and the gender of the observers; specifically, women showed higher ME and frontal theta activity for the male character PSA. This study then supports the usefulness of the ME and frontal theta for purposes of PSAs targeting on the basis of gender issues and of the ME and the AW and for purposes of PSAs targeting on the basis of smoking habits.
Collapse
|