Learning Personality Traits From Facebook Text

被引：17
|
作者：
Silva, B. [1 ]
Paraboni, I [1 ]
机构：
[1] Univ Sao Paulo, EACH, Sao Paulo, Brazil
来源：
IEEE LATIN AMERICA TRANSACTIONS | 2018年 / 16卷 / 04期
关键词：
Natural Language Processing; Personality Recognition; Big Five;
D O I：
10.1109/TLA.2018.8362165
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper presents a study on the recognition of personality traits from text in Brazilian Portuguese obtained from Facebook. Based on the well-known Big Five model of personality, we collected a basic linguistic-computational resource - which can be seen as a corpus of texts and personality inventories - and then use this resource to build supervised models of personality recognition from Facebook status updates. Results suggest that certain Big Five personality traits may be reliably learned from Facebook text, and pave the way for the future development of non-intrusive personality recognition systems for the Portuguese language.
引用
收藏
页码：1256 / 1262
页数：7
相关论文
共 50 条
  • [41] Machine Prediction of Personality from Facebook Profiles
    Wald, Randall
    Khoshgoftaar, Taghi
    Sumner, Chris
    2012 IEEE 13TH INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION (IRI), 2012, : 109 - 115
  • [42] Inferring Human Traits from Facebook Statuses
    Cutler, Andrew
    Kulis, Brian
    SOCIAL INFORMATICS, SOCINFO 2018, PT I, 2018, 11185 : 167 - 195
  • [43] Schizotypal personality traits and the social learning of fear
    Gonzalez-Rodriguez, Antonio
    Garcia-Perez, Angel
    Godoy-Gimenez, Marta
    Carmona, Isabel
    Estevez, Angeles F.
    Sayans-Jimenez, Pablo
    Canadas, Fernando
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [44] The influence of personality traits on engagement in lifelong learning
    Sorman, Daniel Eriksson
    Astrom, Elisabeth
    Ahlstrom, Mikael
    Adolfsson, Rolf
    Ljungberg, Jessica Korning
    INTERNATIONAL JOURNAL OF LIFELONG EDUCATION, 2024, 43 (2-3) : 259 - 276
  • [45] Analytics of Learning Strategies: the Association with the Personality Traits
    Matcha, Wannisa
    Gasevic, Dragan
    Jovanovic, Jelena
    Uzir, Nora'ayu Ahmad
    Oliver, Chris W.
    Murray, Andrew
    Gasevic, Danijela
    LAK20: THE TENTH INTERNATIONAL CONFERENCE ON LEARNING ANALYTICS & KNOWLEDGE, 2020, : 151 - 160
  • [46] Schizotypal personality traits and the social learning of fear
    Antonio González-Rodríguez
    Ángel García-Pérez
    Marta Godoy-Giménez
    Isabel Carmona
    Ángeles F. Estévez
    Pablo Sayans-Jiménez
    Fernando Cañadas
    Scientific Reports, 11
  • [47] Multitask learning for emotion and personality traits detection
    Li, Yang
    Kazemeini, Amirmohammad
    Mehta, Yash
    Cambria, Erik
    NEUROCOMPUTING, 2022, 493 : 340 - 350
  • [48] Personality Classification based on Facebook status text using Multinomial Naive Bayes method
    Artissa, Y. B. N. D.
    Asror, I
    Faraby, S. A.
    2ND INTERNATIONAL CONFERENCE ON DATA AND INFORMATION SCIENCE, 2019, 1192
  • [49] Influence of personality traits on Facebook engagement and their effects on socialization behavior and satisfaction with university life
    Sulaiman, Ainin
    Jaafar, Noor Ismawati
    Tamjidyamcholo, Alireza
    INFORMATION COMMUNICATION & SOCIETY, 2018, 21 (10) : 1506 - 1521
  • [50] Autobiographical memory, Big five personality traits and personal life events on Facebook.
    Caci, B.
    Cardaci, M.
    Miceli, S.
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2020, 157
12345