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Personality Classification System using Data Mining

Sandhya Katiyar, Himdweep Walia, Sanjay Kumar

202012 citationsDOI

Abstract

Personality is one feature that determines how people interact with the outside world. Personality can be defined as a necessary element of a person’s behavior. The way people interact with other people determines their personality. This paper covers the topic of Automated Personality Classification – a system that analyses the personality of a user based on certain features using Data Mining Algorithms. In this paper, a system is proposed which analyses the personality of an applicant. This system will be helpful for organizations as well as other agencies who would be recruiting applicants based on their personality rather than their technical knowledge. The personality prediction results are based on Big Five Personality traits and the classification is done using Naïve Bayes Algorithm and Support Vector Machine.

Topics & Concepts

PersonalityComputer scienceBig Five personality traitsNaive Bayes classifierFeature (linguistics)Artificial intelligenceSupport vector machine16PF QuestionnaireMachine learningBig Five personality traits and culturePsychologySocial psychologyPhilosophyLinguisticsOnline Learning and AnalyticsImbalanced Data Classification TechniquesPersonality Traits and Psychology
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