Author:
Rawnaque Ferdousi Sabera,Rahman Khandoker Mahmudur,Anwar Syed Ferhat,Vaidyanathan Ravi,Chau Tom,Sarker Farhana,Mamun Khondaker Abdullah Al
Abstract
AbstractNeuromarketing has become an academic and commercial area of interest, as the advancements in neural recording techniques and interpreting algorithms have made it an effective tool for recognizing the unspoken response of consumers to the marketing stimuli. This article presents the very first systematic review of the technological advancements in Neuromarketing field over the last 5 years. For this purpose, authors have selected and reviewed a total of 57 relevant literatures from valid databases which directly contribute to the Neuromarketing field with basic or empirical research findings. This review finds consumer goods as the prevalent marketing stimuli used in both product and promotion forms in these selected literatures. A trend of analyzing frontal and prefrontal alpha band signals is observed among the consumer emotion recognition-based experiments, which corresponds to frontal alpha asymmetry theory. The use of electroencephalogram (EEG) is found favorable by many researchers over functional magnetic resonance imaging (fMRI) in video advertisement-based Neuromarketing experiments, apparently due to its low cost and high time resolution advantages. Physiological response measuring techniques such as eye tracking, skin conductance recording, heart rate monitoring, and facial mapping have also been found in these empirical studies exclusively or in parallel with brain recordings. Alongside traditional filtering methods, independent component analysis (ICA) was found most commonly in artifact removal from neural signal. In consumer response prediction and classification, Artificial Neural Network (ANN), Support Vector Machine (SVM) and Linear Discriminant Analysis (LDA) have performed with the highest average accuracy among other machine learning algorithms used in these literatures. The authors hope, this review will assist the future researchers with vital information in the field of Neuromarketing for making novel contributions.
Funder
Institute of Advanced Research, United International University
Publisher
Springer Science and Business Media LLC
Subject
Cognitive Neuroscience,Computer Science Applications,Neurology
Reference83 articles.
1. Assael H (1981) Consumer behavior and marketing action
2. Malhotra NK (1993) Marketing research: an applied orientation
3. Vecchiato G, Astolfi L, Fallani FV (2011), On the Use of EEG or MEG brain imaging tools in neuromarketing research, computational intelligence and neuroscience 2011, Article ID 643489
4. Izhikevich EM (2003) Simple model of spiking neurons. IEEE Transac Neural Netw. 14(6):1569–1572
5. Custdio PF (2010) Use of EEG as a neuroscientific approach to advertising research, Master thesis, Instituto Superior Tcnico, Universidade Tecnica De Lisboa
Cited by
82 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献