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Khurana V, Gahalawat M, Kumar P, Roy PP, Dogra DP, Scheme E, Soleymani M. A Survey on Neuromarketing Using EEG Signals. IEEE Trans Cogn Dev Syst 2021. [DOI: 10.1109/tcds.2021.3065200] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Robaina-Calderín L, Martín-Santana JD. A review of research on neuromarketing using content analysis: key approaches and new avenues. Cogn Neurodyn 2021; 15:923-938. [PMID: 34790262 DOI: 10.1007/s11571-021-09693-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 05/14/2021] [Accepted: 06/11/2021] [Indexed: 11/29/2022] Open
Abstract
There is currently a growing interest in a deeper understanding of consumer behaviour. In this context, the union of different disciplines such as neuroscience and marketing has given birth to new fields of knowledge, e.g. neuromarketing. This study is mainly aimed at carrying out a systematic revision of the literature on neuromarketing from a holistic point of view, analysing its definition and processes, as well as more specific aspects such as its ethics and applications. Based on the results of our review, following a combined methodology with a base dictionary and text mining, our study presents both the current lines of research and the future lines of work.
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Affiliation(s)
- Lorena Robaina-Calderín
- Universidad de Las Palmas de Gran Canaria, Campus de Tafira s/n, 35017 Las Palmas de Gran Canaria, Las Palmas Spain
| | - Josefa D Martín-Santana
- Universidad de Las Palmas de Gran Canaria, Campus de Tafira s/n, 35017 Las Palmas de Gran Canaria, Las Palmas Spain
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3
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Consumer Neuroscience as a Tool to Monitor the Impact of Aromas on Consumer Emotions When Buying Food. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11156692] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Building a unique USP sales argument (unique selling proposition) through various forms of in-store communication comes to the fore in a challenging competitive environment. Scent as a means to influence the purchase of goods or services has a long history, however, aromachology as field of in-store communication is a matter of the present. This new trend, the importance and use of which has grown in recent years, is the subject of a wide range of research. In order to increase the efficiency of these elements, it is necessary to familiarise ourselves with the factors that affect the customer, whether that be consciously or unconsciously. Consumer neuroscience is addressed in this area. This paper deals with the comprehensive interdisciplinary investigation of the impact of selected aromatic compounds on consumer cognitive and affective processes as well as assessing the effectiveness of their implementation in food retail operations. At the end of the paper, we recommend options for the effective selection and implementation of aromatisation of different premises, by which the retailer can achieve not only a successful form of in-store communication, but also an increase the retail turnover of the store.
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Fontanillo Lopez CA, Li G, Zhang D. Beyond Technologies of Electroencephalography-Based Brain-Computer Interfaces: A Systematic Review From Commercial and Ethical Aspects. Front Neurosci 2020; 14:611130. [PMID: 33390892 PMCID: PMC7773904 DOI: 10.3389/fnins.2020.611130] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Accepted: 11/13/2020] [Indexed: 01/22/2023] Open
Abstract
The deployment of electroencephalographic techniques for commercial applications has undergone a rapid growth in recent decades. As they continue to expand in the consumer markets as suitable techniques for monitoring the brain activity, their transformative potential necessitates equally significant ethical inquiries. One of the main questions, which arises then when evaluating these kinds of applications, is whether they should be aligned or not with the main ethical concerns reported by scholars and experts. Thus, the present work attempts to unify these disciplines of knowledge by performing a comprehensive scan of the major electroencephalographic market applications as well as their most relevant ethical concerns arising from the existing literature. In this literature review, different databases were consulted, which presented conceptual and empirical discussions and findings about commercial and ethical aspects of electroencephalography. Subsequently, the content was extracted from the articles and the main conclusions were presented. Finally, an external assessment of the outcomes was conducted in consultation with an expert panel in some of the topic areas such as biomedical engineering, biomechatronics, and neuroscience. The ultimate purpose of this review is to provide a genuine insight into the cutting-edge practical attempts at electroencephalography. By the same token, it seeks to highlight the overlap between the market needs and the ethical standards that should govern the deployment of electroencephalographic consumer-grade solutions, providing a practical approach that overcomes the engineering myopia of certain ethical discussions.
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Affiliation(s)
| | - Guangye Li
- The Robotics Institute, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Dingguo Zhang
- The Department of Electronic and Electrical Engineering, University of Bath, Bath, United Kingdom
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Alvino L, Pavone L, Abhishta A, Robben H. Picking Your Brains: Where and How Neuroscience Tools Can Enhance Marketing Research. Front Neurosci 2020; 14:577666. [PMID: 33343279 PMCID: PMC7744482 DOI: 10.3389/fnins.2020.577666] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 11/03/2020] [Indexed: 12/28/2022] Open
Abstract
The use of neuroscience tools to study consumer behavior and the decision making process in marketing has improved our understanding of cognitive, neuronal, and emotional mechanisms related to marketing-relevant behavior. However, knowledge about neuroscience tools that are used in consumer neuroscience research is scattered. In this article, we present the results of a literature review that aims to provide an overview of the available consumer neuroscience tools and classifies them according to their characteristics. We analyse a total of 219 full-texts in the area of consumer neuroscience. Our findings suggest that there are seven tools that are currently used in consumer neuroscience research. In particular, electroencephalography (EEG) and eye tracking (ET) are the most commonly used tools in the field. We also find that consumer neuroscience tools are used to study consumer preferences and behaviors in different marketing domains such as advertising, branding, online experience, pricing, product development and product experience. Finally, we identify two ready-to-use platforms, namely iMotions and GRAIL that can help in integrating the measurements of different consumer neuroscience tools simultaneously. Measuring brain activity and physiological responses on a common platform could help by (1) reducing time and costs for experiments and (2) linking cognitive and emotional aspects with neuronal processes. Overall, this article provides relevant input in setting directions for future research and for business applications in consumer neuroscience. We hope that this study will provide help to researchers and practitioners in identifying available, non-invasive and useful tools to study consumer behavior.
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Affiliation(s)
- Letizia Alvino
- Center for Marketing and Supply Chain Management, Nyenrode Business University, Breuklen, Netherlands
| | - Luigi Pavone
- Neuromed, Mediterranean Neurological Institute, Isernia, Italy
| | - Abhishta Abhishta
- Hightech Business and Entrepreneurship Group (HBE), University of Twente, Enschede, Netherlands
| | - Henry Robben
- Center for Marketing and Supply Chain Management, Nyenrode Business University, Breuklen, Netherlands
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Decision to Adopt Neuromarketing Techniques for Sustainable Product Marketing: A Fuzzy Decision-Making Approach. Symmetry (Basel) 2020. [DOI: 10.3390/sym12020305] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Sustainable products and their marketing have played a crucial role in developing more sustainable consumption patterns and solutions for socio-ecological problems. They have been demonstrated to significantly decrease social consumption problems. Neuromarketing has recently gained considerable popularity and helped companies generate deeper insights into consumer behavior. It has provided new ways of conceptualizing consumer behavior and decision making. Thus, this research aims to investigate the factors influencing managers’ decisions to adopt neuromarketing techniques in sustainable product marketing using the fuzzy analytic hierarchy process (AHP) approach. Symmetric triangular fuzzy numbers were used to indicate the relative strength of the elements in the hierarchy. Data were collected from the marketing managers of several companies who have experience with sustainable product marketing through online shopping platforms. The results revealed that the accuracy and bias of neuromarketing techniques have been the main critical factors for managers to select neuromarketing in their business for advertising and branding purposes. This research provides important results on the use of neuromarketing techniques for sustainable product marketing, as well as their limitations and implications, and it also presents useful information on the factors impacting business managers’ decision making in adopting neuroscience techniques for sustainable product development and marketing.
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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.
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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
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Consumer Neuroscience and Digital/Social Media Health/Social Cause Advertisement Effectiveness. Behav Sci (Basel) 2019; 9:bs9040042. [PMID: 31003529 PMCID: PMC6523507 DOI: 10.3390/bs9040042] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Revised: 04/12/2019] [Accepted: 04/14/2019] [Indexed: 11/17/2022] Open
Abstract
This research investigated the use of consumer neuroscience to improve and determine the effectiveness of action/emotion-based public health and social cause (HSC) advertisements. Action-based advertisements ask individuals to 'do something' such as 'act', 'share', make a 'pledge' or complete a 'challenge' on behalf of a brand, such as doing 'something good, somewhere, for someone else'. Public health messages as noncommercial advertisements attempt to positively change behavioural intent or increase awareness. Australian health expenditure was $180.7 billion AUD (Australian dollars) in 2016/17 with $17 million AUD spent on government health campaigns. However, evaluation of health advertisement effectiveness has been difficult to determine. Few studies use neuroscience techniques with traditional market research methods. A 2-part study with an exploratory design was conducted using (1) electroencephalography (EEG) using a 64 channel EEG wet cap (n = 47); and (2) a Qualtrics online psychometric survey (n = 256). Participants were asked to make a donation before and after viewing 7 HSC digital/social media advertisements and logos (6 action/emotion-based; 1 control) to measure changes in behavioural intent. Attention is considered a key factor in determining advertising effectiveness. EEG results showed theta synchronisation (increase)/alpha desynchronisation (decrease) indicating attention with episodic memory encoding. sLORETA results displayed approach responses to action/emotion-based advertisements with left prefrontal and right parietal cortex activation. EEG and survey results showed the greatest liking for the ManUp action/emotion-based advertisement which used male facial expressions of raw emotion and vulnerability. ManUp also had the highest increased amount donated after viewing. Lower theta amplitude results for the International Fund for Animal Welfare (IFAW) action/emotion-based advertisement indicated that novel (possessing distinct features) rather than attractive/conventional faces were more appealing, while the rapid presentation of faces was less effective. None of the highest peak amplitudes for each ad occurred when viewing brand logos within the advertisement. This research contributes to the academic consumer neuroscience, advertising effectiveness, and social media literature with the use of action/challenge/emotion-based marketing strategies, which remains limited, while demonstrating the value in combining EEG and neuroscientific techniques with traditional market research methods. The research provides a greater understanding of advertising effectiveness and changes in behavioural intent with managerial implications regarding the effective use of action/challenge/emotion-based HSC communications to potentially help save a life and reduce expenditure on ineffectual HSC marketing campaigns.
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Schoen F, Lochmann M, Prell J, Herfurth K, Rampp S. Neuronal Correlates of Product Feature Attractiveness. Front Behav Neurosci 2018; 12:147. [PMID: 30072882 PMCID: PMC6059068 DOI: 10.3389/fnbeh.2018.00147] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 06/26/2018] [Indexed: 01/15/2023] Open
Abstract
Decision-making is the process of selecting a logical choice from among the available options and happens as a complex process in the human brain. It is based on information processing and cost-analysis; it involves psychological factors, specifically, emotions. In addition to cost factors personal preferences have significant influence on decision making. For marketing purposes, it is interesting to know how these emotions are related to product acquisition decision and how to improve these products according to the user's preferences. For our proof-of-concept study, we use magneto- and electro-encephalography (MEG, EEG) to evaluate the very early reactions in the brain related to the emotions. Recordings from these methods are comprehensive sources of information to investigate neural processes of the human brain with good spatial- and excellent temporal resolution. Those characteristics make these methods suitable to examine the neurologic process that gives origin to human behavior and specifically, decision making. Literature describes some neuronal correlates for individual preferences, like asymmetrical distribution of frequency specific activity in frontal and prefrontal areas, which are associated with emotional processing. Such correlates could be used to objectively evaluate the pleasantness of product appearance and branding (i.e., logo), thus avoiding subjective bias. This study evaluates the effects of different product features on brain activity and whether these methods could potentially be used for marketing and product design. We analyzed the influence of color and fit of sports shirts, as well as a brand logo on the brain activity, specifically in frontal asymmetric activation. Measurements were performed using MEG and EEG with 10 healthy subjects. Images of t-shirts with different characteristics were presented on a screen. We recorded the subjective evaluation by asking for a positive, negative or neutral rating. The results showed significantly different responses between positively and negatively rated shirts. While the influence of the presence of a logo was present in behavioral data, but not in the neurocognitive data, the influence of shirt fit and color could be reconstructed in both data sets. This method may enable evaluation of subjective product preference.
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Affiliation(s)
- Franziska Schoen
- Division of Sports and Exercise Medicine, Department of Sport Science and Sport, Friedrich-Alexander-Universität Erlangen-Nuremberg, Erlangen, Germany
| | - Matthias Lochmann
- Division of Sports and Exercise Medicine, Department of Sport Science and Sport, Friedrich-Alexander-Universität Erlangen-Nuremberg, Erlangen, Germany
| | - Julian Prell
- Department of Neurosurgery, University of Halle, Halle, Germany
| | - Kirsten Herfurth
- Department of Neurosurgery, University Hospital Erlangen, Erlangen, Germany
| | - Stefan Rampp
- Department of Neurosurgery, University of Halle, Halle, Germany
- Department of Neurosurgery, University Hospital Erlangen, Erlangen, Germany
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Harris JM, Ciorciari J, Gountas J. Public health social media communications and consumer neuroscience. COGENT PSYCHOLOGY 2018. [DOI: 10.1080/23311908.2018.1434058] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Affiliation(s)
- Joanne M. Harris
- Faculty of Health, Arts & Design, Brain and Psychological Sciences, Research Centre School of Health Sciences, Swinburne University of Technology, P. O. Box 218, Hawthorn 3122, Melbourne, Australia
| | - Joseph Ciorciari
- Faculty of Health, Arts & Design, Brain and Psychological Sciences, Research Centre School of Health Sciences, Swinburne University of Technology, P. O. Box 218, Hawthorn 3122, Melbourne, Australia
| | - John Gountas
- School of Business & Governance, Murdoch University, Murdoch, Western Australia, Australia
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Montazeribarforoushi S, Keshavarzsaleh A, Ramsøy TZ. On the hierarchy of choice: An applied neuroscience perspective on the AIDA model. COGENT PSYCHOLOGY 2017. [DOI: 10.1080/23311908.2017.1363343] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
Affiliation(s)
- Saba Montazeribarforoushi
- Department of Genetic and Molecular Biology, University of Malaya (UM), Kuala Lumpur, Wilayah Persekutuan Kuala Lumpur, Malaysia
| | - Abolfazl Keshavarzsaleh
- Department of Genetic and Molecular Biology, University of Malaya (UM), Kuala Lumpur, Wilayah Persekutuan Kuala Lumpur, Malaysia
- Faculty of Business and Law, High Impact Research Center (HIR), University of Malaya, Kuala Lumpur, Federal Territory of Kuala Lumpur, Malaysia
| | - Thomas Zoëga Ramsøy
- Center for Behavioral Innovation, Ahlgade 33, 1, Holbæk 4300, Denmark
- Singularity University, NASA Ames Research Park Building 20 S. Akron Rd., Moffett Field, CA 94035, USA
- Neurons Inc Ahlgade 33, 1, 4300 Holbæk, Denmark
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Kopton IM, Kenning P. Near-infrared spectroscopy (NIRS) as a new tool for neuroeconomic research. Front Hum Neurosci 2014; 8:549. [PMID: 25147517 PMCID: PMC4124877 DOI: 10.3389/fnhum.2014.00549] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2014] [Accepted: 07/07/2014] [Indexed: 11/23/2022] Open
Abstract
Over the last decade, the application of neuroscience to economic research has gained in importance and the number of neuroeconomic studies has grown extensively. The most common method for these investigations is fMRI. However, fMRI has limitations (particularly concerning situational factors) that should be countered with other methods. This review elaborates on the use of functional Near-Infrared Spectroscopy (fNIRS) as a new and promising tool for investigating economic decision making both in field experiments and outside the laboratory. We describe results of studies investigating the reliability of prototype NIRS studies, as well as detailing experiments using conventional and stationary fNIRS devices to analyze this potential. This review article shows that further research using mobile fNIRS for studies on economic decision making outside the laboratory could be a fruitful avenue helping to develop the potential of a new method for field experiments outside the laboratory.
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Affiliation(s)
- Isabella M Kopton
- Department of Corporate Management and Economics, Zeppelin Universität Friedrichshafen, Germany
| | - Peter Kenning
- Department of Corporate Management and Economics, Zeppelin Universität Friedrichshafen, Germany ; Faculty of Business Administration and Economics, Heinrich-Heine-Universität Düsseldorf, Germany
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Neuromarketing and Evaluation of Cognitive and Emotional Responses of Consumers to Marketing Stimuli. ACTA ACUST UNITED AC 2014. [DOI: 10.1016/j.sbspro.2014.03.349] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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