Hybrid Machine Learning Technique for Personality Classification from Online Text using HEXACO Model

Personality refers to a person's unique collection of traits that influence their habits, behaviors, attitudes, and thinking patterns. Text accessible on social networking sites may be used to automatically identify an individual's personality characteristics. In the trials, a publicly acc...

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Bibliographic Details
Published in2022 International Conference on Sustainable Computing and Data Communication Systems (ICSCDS) pp. 253 - 259
Main Authors William, P., Badholia, Abhishek, Patel, Brijesh, Nigam, Manoj
Format Conference Proceeding
LanguageEnglish
Published IEEE 07.04.2022
Subjects
Benchmark testing
Computational modeling
Data models
Entrepreneurship
HEXACO model
Individual Performance
Machine learning
Personality recognition
Personality Traits
Social networking (online)
Social Networks
Text recognition
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Summary:Personality refers to a person's unique collection of traits that influence their habits, behaviors, attitudes, and thinking patterns. Text accessible on social networking sites may be used to automatically identify an individual's personality characteristics. In the trials, a publicly accessible benchmark dataset from Kaggle is utilized. The major problem with the previous study was the skewness of the dataset, which was reduced by using the Re-sampling method, essentially random over-sampling, which resulted in improved performance. Although the results produced by all classifiers across all personality characteristics are acceptable, the performance of the XGBoost classifier is exceptional, reaching more than 99 percent precision and accuracy for various qualities. Individual preferences, talents, social and human values, personality variations, and human will power must all be addressed while analyzing entrepreneurial activities, intents, and performance, especially with entrepreneurship playing such an important part in the contemporary dynamic. Using the HEXACO Personality Characteristics Model, this study demonstrates a link between personality traits and entrepreneurial success, indicating that personality traits have a significant and direct effect on entrepreneurial performance.
DOI:10.1109/ICSCDS53736.2022.9760970