A systematic review on EEG-based neuromarketing: recent trends and analyzing techniques

被引:6
作者
Khondakar, Md. Fazlul Karim [1 ]
Sarowar, Md. Hasib [1 ]
Chowdhury, Mehdi Hasan [2 ]
Majumder, Sumit [1 ]
Hossain, Md. Azad [3 ]
Dewan, M. Ali Akber [4 ]
Hossain, Quazi Delwar [2 ]
机构
[1] Chittagong Univ Engn & Technol, Dept Biomed Engn, Chittagong, Bangladesh
[2] Chittagong Univ Engn & Technol, Dept Elect & Elect Engn, Chittagong, Bangladesh
[3] Chittagong Univ Engn & Technol, Dept Elect & Telecommun Engn, Chittagong, Bangladesh
[4] Athabasca Univ, Fac Sci & Technol, Sch Comp & Informat Syst, Athabasca, AB T9S 3A3, Canada
关键词
Neuromarketing; Brain-computer interface (BCI); Electroencephalography (EEG); Research trend; Pre-processing; Feature; Classification; Machine learning; DECISION-MAKING; SIGNALS; RESPONSES; COMPONENT; IMPACT; MIND; ERP;
D O I
10.1186/s40708-024-00229-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Neuromarketing is an emerging research field that aims to understand consumers' decision-making processes when choosing which product to buy. This information is highly sought after by businesses looking to improve their marketing strategies by understanding what leaves a positive or negative impression on consumers. It has the potential to revolutionize the marketing industry by enabling companies to offer engaging experiences, create more effective advertisements, avoid the wrong marketing strategies, and ultimately save millions of dollars for businesses. Therefore, good documentation is necessary to capture the current research situation in this vital sector. In this article, we present a systematic review of EEG-based Neuromarketing. We aim to shed light on the research trends, technical scopes, and potential opportunities in this field. We reviewed recent publications from valid databases and divided the popular research topics in Neuromarketing into five clusters to present the current research trend in this field. We also discuss the brain regions that are activated when making purchase decisions and their relevance to Neuromarketing applications. The article provides appropriate illustrations of marketing stimuli that can elicit authentic impressions from consumers' minds, the techniques used to process and analyze recorded brain data, and the current strategies employed to interpret the data. Finally, we offer recommendations to upcoming researchers to help them investigate the possibilities in this area more efficiently in the future.
引用
收藏
页数:25
相关论文
共 162 条
  • [1] Agarwal S, 2015, DECISION, V42, P457, DOI 10.1007/s40622-015-0113-1
  • [2] Feature selection of EEG signals in neuromarketing
    Al-Nafjan, Abeer
    [J]. PEERJ COMPUTER SCIENCE, 2022, 8
  • [3] Al-Nafjan A, 2017, INT J ADV COMPUT SC, V8, P419
  • [4] Consumers' Preference Recognition Based on Brain-Computer Interfaces: Advances, Trends, and Applications
    Aldayel, Mashael
    Ykhlef, Mourad
    Al-Nafjan, Abeer
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2021, 46 (09) : 8983 - 8997
  • [5] Recognition of Consumer Preference by Analysis and Classification EEG Signals
    Aldayel, Mashael
    Ykhlef, Mourad
    Al-Nafjan, Abeer
    [J]. FRONTIERS IN HUMAN NEUROSCIENCE, 2021, 14
  • [6] Deep Learning for EEG-Based Preference Classification in Neuromarketing
    Aldayel, Mashael
    Ykhlef, Mourad
    Al-Nafjan, Abeer
    [J]. APPLIED SCIENCES-BASEL, 2020, 10 (04):
  • [7] Alimardani M., 2021, 12 AUGM HUM INT C, P1, DOI [10.1145/3460881.3460930, DOI 10.1145/3460881.3460930]
  • [8] Dos Santos MA, 2018, INT J SPORT MARK SPO, V19, P25, DOI [10.1108/ijsms-09-2016-0067, 10.1108/IJSMS-09-2016-0067]
  • [9] Neuromarketing Tools Used in the Marketing Mix: A Systematic Literature and Future Research Agenda
    Alsharif, Ahmed H.
    Salleh, Nor Zafir Md
    Abdullah, Mazilah
    Khraiwish, Ahmad
    Ashaari, Azmirul
    [J]. SAGE OPEN, 2023, 13 (01):
  • [10] Consumer Neuroscience: Attentional Preferences for Wine Labeling Reflected in the Posterior Contralateral Negativity
    Alvino, Letizia
    Constantinides, Efthymios
    van der Lubbe, Rob H. J.
    [J]. FRONTIERS IN PSYCHOLOGY, 2021, 12