PERSONALITY CLASSIFICATION OF TEXT THROUGH MACHINE LEARNING AND DEEP LEARNING: A REVIEW (2023)

Himaya Perera, Lakshan Costa
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引用次数: 1

Abstract

Personality classification from text is a very popular domain of research among the domain of natural language processing. Personality of an individual has been found to be a very important characteristic when analyzing an individual for a particular purpose. Especially in fields such as e-recruitment, personality is a determining factor of if an individual has a placement at a particular workplace. The author aims to explore various personality classifications such as ‘The Big Five’ and the “Myer Briggs Type Indicator’ and various approaches in which text classification when it comes to detecting personality. Both machine learning and deep learning approaches are examined, and their inner workings, benefits and limitations are detailed as well. We expect that this article will provide a thorough insight to personality classification of text by a numerous number of approaches.
通过机器学习和深度学习的文本个性分类:综述(2023)
文本人格分类是自然语言处理领域中一个非常热门的研究领域。在分析一个人的特定目的时,一个人的个性被发现是一个非常重要的特征。尤其是在电子招聘等领域,个性是决定一个人能否在特定工作场所得到安置的决定性因素。作者旨在探索各种人格分类,如“五大人格”和“迈尔斯·布里格斯类型指标”,以及在检测人格时使用文本分类的各种方法。机器学习和深度学习方法都进行了研究,并详细介绍了它们的内部工作原理、优点和局限性。我们期望这篇文章能够通过多种方法对文本的个性分类提供一个透彻的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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