EEG based personality prediction using genetic programming

Created by W.Langdon from gp-bibliography.bib Revision:1.9039

@Article{Bhardwaj:2023:asjc,

• author = "Harshit Bhardwaj and Pradeep Tomar and Aditi Sakalle and Arpit Bhardwaj and Rishi Asthana and Ankit Vidyarthi",
• title = "{EEG} based personality prediction using genetic programming",
• journal = "Asian J. Control",
• year = "2023",
• volume = "25",
• number = "5",
• pages = "3330--3342",
• month = sep,
• keywords = "genetic algorithms, genetic programming, BSHGP, BSH crossover, EEG, MBTI",
• publisher = "John Wiley \& Sons, Inc.",
• address = "USA",
• ISSN = "1561-8625",
• DOI = "10.1002/asjc.3019",
• abstract = "The reliable correlation between personality and brain signal ensures that inferences from cognitive processes can be achieved. This research aims primarily to predict personality using brain signals. On grounds of Psychology, the inference of personality in this work is performed on the basis of the Myers-Briggs Type Indicator (MBTI) personality inventory. Personality consists of different types of thinking, feeling and behavior patterns. EEG signals are produced when a person is exposed to situations or scenarios via visual information and experiences various emotions or sentiments. In this study, by evaluating brain waves while a person watches personality traits elicitation materials, the identification of the personality traits of an individual is done. The elicitation materials used for the collection of the dataset comprise approximately 50 videos with the pre‐defined personality of the dramatic personae and therefore, it is considered to be the ground truth for the experimental procedure of this work. For creating a dataset, sixty participants contributed and gave brain signals. The GP model with the proposed BSH crossover, known as the BSHGP model, is implemented. The maximum performance of the BSHGP model for a 10‐fold partition scheme is 84.34 percent.",

}

Genetic Programming entries for Harshit Bhardwaj Pradeep Tomar Aditi Sakalle Arpit Bhardwaj Rishi Asthana Ankit Vidyarthi

Citations