TY - GEN
T1 - Personality Predictive Lexical Cues and Their Correlations
AU - He, Xiaoli
AU - de Melo, Gerard
N1 - Publisher Copyright:
© 2021 Incoma Ltd. All rights reserved.
PY - 2021
Y1 - 2021
N2 - In recent years, a number of studies have used linear models for personality prediction based on text. In this paper, we empirically analyze and compare the lexical signals captured in such models. We identify lexical cues for each dimension of the MBTI personality scheme in several different ways, considering different datasets, feature sets, and learning algorithms. We conduct a series of correlation analyses between the resulting MBTI data and explore their connection to other signals, such as for Big-5 traits, emotion, sentiment, age, and gender. The analysis shows intriguing correlation patterns between different personality dimensions and other traits, and also provides evidence for the robustness of the data.
AB - In recent years, a number of studies have used linear models for personality prediction based on text. In this paper, we empirically analyze and compare the lexical signals captured in such models. We identify lexical cues for each dimension of the MBTI personality scheme in several different ways, considering different datasets, feature sets, and learning algorithms. We conduct a series of correlation analyses between the resulting MBTI data and explore their connection to other signals, such as for Big-5 traits, emotion, sentiment, age, and gender. The analysis shows intriguing correlation patterns between different personality dimensions and other traits, and also provides evidence for the robustness of the data.
UR - http://www.scopus.com/inward/record.url?scp=85123638966&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85123638966&partnerID=8YFLogxK
U2 - 10.26615/978-954-452-072-4_058
DO - 10.26615/978-954-452-072-4_058
M3 - Conference contribution
AN - SCOPUS:85123638966
T3 - International Conference Recent Advances in Natural Language Processing, RANLP
SP - 514
EP - 523
BT - International Conference Recent Advances in Natural Language Processing, RANLP 2021
A2 - Angelova, Galia
A2 - Kunilovskaya, Maria
A2 - Mitkov, Ruslan
A2 - Nikolova-Koleva, Ivelina
PB - Incoma Ltd
T2 - International Conference on Recent Advances in Natural Language Processing: Deep Learning for Natural Language Processing Methods and Applications, RANLP 2021
Y2 - 1 September 2021 through 3 September 2021
ER -