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
TEXT, SPEECH, AND DIALOGUE, TSD 2017 | 2017年 / 10415卷
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
  • [31] Concise survey measures for the Big Five personality traits
    Smith, Michael L.
    Hamplova, Dana
    Kelley, Jonathan
    Evans, M. D. R.
    RESEARCH IN SOCIAL STRATIFICATION AND MOBILITY, 2021, 73
  • [32] Anorexia nervosa subtypes and the big five personality factors
    Bollen, E
    Wojciechowski, FL
    EUROPEAN EATING DISORDERS REVIEW, 2004, 12 (02) : 117 - 121
  • [33] Big Five personality traits in simulated negotiation settings
    Falcao, Pedro Fontes
    Saraiva, Manuel
    Santos, Eduardo
    Pina e Cunha, Miguel
    EUROMED JOURNAL OF BUSINESS, 2018, 13 (02) : 201 - 213
  • [34] The Big Five personality traits and individual satisfaction with the team
    Peeters, MAG
    Rutte, CG
    van Tuijl, HEJM
    Reymen, IMMJ
    SMALL GROUP RESEARCH, 2006, 37 (02) : 187 - 211
  • [35] Indecisiveness and Big Five personality factors: Relationship and specificity
    Germeijs, Veerle
    Verschueren, Karine
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2011, 50 (07) : 1023 - 1028
  • [36] Is Evaluative Conditioning Moderated by Big Five Personality Traits?
    Vogel, Tobias
    Huetter, Mandy
    Gebauer, Jochen E.
    SOCIAL PSYCHOLOGICAL AND PERSONALITY SCIENCE, 2019, 10 (01) : 94 - 102
  • [37] The cortisol awakening response and the big five personality dimensions
    Hill, Erin M.
    Billington, Rex
    Kraegeloh, Chris
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2013, 55 (05) : 600 - 605
  • [38] INCORPORATING "BIG FIVE" PERSONALITY FACTORS INTO CROWD SIMULATION
    Jaganathan, Sivakumar
    Kincaid, J. Peter
    Clarke, Thomas L.
    EMSS 2008: 20TH EUROPEAN MODELING AND SIMULATION SYMPOSIUM, 2008, : 534 - 536
  • [39] THE BIG FIVE PERSONALITY TRAITS AND RISKY SPORT PARTICIPATION
    Tok, Serdar
    SOCIAL BEHAVIOR AND PERSONALITY, 2011, 39 (08): : 1105 - 1111
  • [40] Relationships between Big Five personality factors and values
    Aluja, A
    García, LF
    SOCIAL BEHAVIOR AND PERSONALITY, 2004, 32 (07): : 619 - 625