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184829

EXTRACTING RELATIONSHIPS BETWEEN BIG FIVE MODEL AND PERSONALITY CHARACTERISTICS IN SOCIAL NETWORKS

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Last updated: 22 Jan 2023

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Abstract

Recently, researches focused on studying how the Big Five personality traits are manifested on social networks. These researches proved the presence of relationships between the Big Five Personality traits and various social networks features extracted from users' generated content. In this paper, the relationships between the Big Five personality traits (Openness to experience, Conscientiousness, Extraversion, Agreeableness, and Neuroticism) and attributes of personality characteristics identified as the Personal Values and Human Needs. These attributes or namely features, are extracted from users' posts on social media. The relationship between the traits and proposed attributes is investigated through Pearson correlation coefficients. A dataset for 564 Twitter users is used in an experimental study, where findings proved the presence of relevant correlations between the traits and the proposed personality characteristic features. The Conscientiousness, Agreeableness, and Neuroticism traits showed strong relations existence with all of the Personal Values features, while the Openness to experience and Neuroticism traits showed strong correlations with Liberty and Self-expression Needs features consecutively. The proposed study verified the effectiveness of the proposed Personal Values and Human Needs features as indicators for the Big Five personality traits, proving their ability for personality characteristics classification.

DOI

10.21608/ijicis.2021.77015.1092

Keywords

Big Five, Personality Characteristics, Personal Values, human needs, Pearson Correlation

Authors

First Name

mariam

Last Name

hassanein

MiddleName

mohamed

Affiliation

Information Systems Department Faculty of Computer and Information Sciences Ain Shams University

Email

mariam.hassanein@cis.asu.edu.eg

City

cairo

Orcid

0000-0003-0151-4188

First Name

Sherine

Last Name

Rady

MiddleName

-

Affiliation

Ain Shams University

Email

srady@cis.asu.edu.eg

City

Cairo

Orcid

0000-0003-4991-966X

First Name

Wedad

Last Name

Hussein

MiddleName

-

Affiliation

Faculty of computer and information sciences, Ain Shams University

Email

wedad.hussein@cis.asu.edu.eg

City

-

Orcid

-

First Name

Tarek

Last Name

Gharib

MiddleName

-

Affiliation

Information Systems Department, Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt

Email

tfgharib@cis.asu.edu.eg

City

-

Orcid

0000-0003-0780-782X

Volume

21

Article Issue

2

Related Issue

25765

Issue Date

2021-07-01

Receive Date

2021-05-21

Publish Date

2021-07-19

Page Start

41

Page End

49

Print ISSN

1687-109X

Online ISSN

2535-1710

Link

https://ijicis.journals.ekb.eg/article_184829.html

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https://ijicis.journals.ekb.eg/service?article_code=184829

Order

3

Type

Original Article

Type Code

494

Publication Type

Journal

Publication Title

International Journal of Intelligent Computing and Information Sciences

Publication Link

https://ijicis.journals.ekb.eg/

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Article

Created At

22 Jan 2023