Big Five Personality Recognition from Multiple Text Genres

被引:9
|
作者
dos Santos, Vitor Garcia [1 ]
Paraboni, Ivandre [1 ]
机构
[1] Univ Sao Paulo, Sch Arts Sci & Humanities, Sao Paulo, Brazil
来源
基金
巴西圣保罗研究基金会;
关键词
Big Five; Personality recognition;
D O I
10.1007/978-3-319-64206-2_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper investigates which Big Five personality traits are best predicted by different text genres, and how much text is actually needed for the task. To this end, we compare the use of 'free' Facebook text with controlled text elicited from visual stimuli in descriptive and referential tasks. Preliminary results suggest that certain text genres may be more revealing of personality traits than others, and that some traits are recognisable even from short pieces of text. These insights may aid the future design of more accurate models of personality based on highly focused tasks for both language production and interpretation.
引用
收藏
页码:29 / 37
页数:9
相关论文
共 50 条
  • [1] Personality Recognition from Facebook Text
    Claudino da Silva, Barbara Barbosa
    Paraboni, Ivandre
    COMPUTATIONAL PROCESSING OF THE PORTUGUESE LANGUAGE, PROPOR 2018, 2018, 11122 : 107 - 114
  • [2] Personality Facets Recognition from Text
    dos Santos, Wesley Ramos
    Paraboni, Ivandre
    EXPERIMENTAL IR MEETS MULTILINGUALITY, MULTIMODALITY, AND INTERACTION (CLEF 2019), 2019, 11696 : 185 - 190
  • [3] Personality and prejudice: From big five personality factors to facets
    Ekehammar, Bo
    Akrami, Nazar
    JOURNAL OF PERSONALITY, 2007, 75 (05) : 899 - 925
  • [4] Predicting the big two of affect from the big five of personality
    Yik, MSM
    Russell, JA
    JOURNAL OF RESEARCH IN PERSONALITY, 2001, 35 (03) : 247 - 277
  • [5] Automatic Personality Recognition of Authors Using Big Five Factor Model
    Pramodh, Kasula Chaithanya
    Vijayalata, Y.
    2016 IEEE INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTER APPLICATIONS (ICACA), 2016, : 32 - 37
  • [6] Personality correlates of pathological gambling derived from Big Three and Big Five personality models
    Miller, Joshua D.
    MacKillop, James
    Fortune, Erica E.
    Maples, Jessica
    Lance, Charles E.
    Campbell, W. Keith
    Goodie, Adam S.
    PSYCHIATRY RESEARCH, 2013, 206 (01) : 50 - 55
  • [7] From personality to passion: The role of the Big Five factors
    Dape, Julien
    Demers, Martin
    Verner-Filion, Jerernie
    Vallerand, Robert J.
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2019, 138 : 280 - 285
  • [8] Predicting the Big Five personality traits from handwriting
    Gavrilescu, Mihai
    Vizireanu, Nicolae
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2018,
  • [9] Predicting the Big Five personality traits from handwriting
    Mihai Gavrilescu
    Nicolae Vizireanu
    EURASIP Journal on Image and Video Processing, 2018
  • [10] Personality and Affective Correlates of Openness to Experience from Big Five and HEXACO Personality Models: The Dual Nature of Big Five Openness
    Tucakovic, Lana
    Nedeljkovic, Boban
    JOURNAL OF PERSONALITY ASSESSMENT, 2023, 105 (04) : 544 - 554