Skip to main content

The Personality Analysis of Characters in Vernacular Novels by SC-LIWC

  • Conference paper
  • First Online:
Human Centered Computing (HCC 2017)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 10745))

Included in the following conference series:

Abstract

There are many researches on psychological text analysis, and it has been proved that the words people use can reflect their emotional states. In this paper, we introduce how to analyze the psychology of the characters in vernacular novels automatically. First, we process the dialogs with word segmentation, and analyze the segmented text with SC-LIWC. Then, a vector reflecting the psychology of the character is obtained and we map it to the big five. Finally, taking the dialogs of the Journey to the West as corpus, We have got the personalities of four main characters which are verified to be same as some famous comments of the Journey to the West, which shows that our work is effective.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Tausczik, Y.R., Pennebaker, J.W.: The psychological meaning of words: LIWC and computerized text analysis methods. J. Lang. Soc. Psychol. 29, 24–54 (2010)

    Article  Google Scholar 

  2. Fernándezcabana, M., Garcíacaballero, A., Alvespérez, M.T., Garcíagarcía, M.J., Mateos, R.: Suicidal traits in Marilyn Monroe’s fragments: an LIWC analysis. Crisis 34, 124–130 (2013)

    Article  Google Scholar 

  3. López-López, E., del Pilar Salas-Zárate, M., Almela, Á., Rodríguez-García, M.Á., Valencia-García, R., Alor-Hernández, G.: LIWC-based sentiment analysis in Spanish product reviews. In: Omatu, S., Bersini, H., Corchado, J.M., Rodríguez, S., Pawlewski, P., Bucciarelli, E. (eds.) Distributed Computing and Artificial Intelligence, 11th International Conference. AISC, vol. 290, pp. 379–386. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-07593-8_44

    Chapter  Google Scholar 

  4. Markovikj, D., Gievska, S., Kosinski, M., Stillwell, D.J.: Mining Facebook data for predictive personality modeling. In: AAAI International Conference on Weblogs and Social Media (2013)

    Google Scholar 

  5. Robinson, R.L., Navea, R., Ickes, W.: Predicting final course performance from students’ written self-introductions: a LIWC analysis. J. Lang. Soc. Psychol. 32, 469–479 (2013)

    Article  Google Scholar 

  6. Gao, R., Hao, B., Li, H., Gao, Y., Zhu, T.: Developing simplified Chinese psychological linguistic analysis dictionary for microblog. In: Imamura, K., Usui, S., Shirao, T., Kasamatsu, T., Schwabe, L., Zhong, N. (eds.) BHI 2013. LNCS (LNAI), vol. 8211, pp. 359–368. Springer, Cham (2013). https://doi.org/10.1007/978-3-319-02753-1_36

    Chapter  Google Scholar 

  7. Zhao, N., Jiao, D.D., Bai, S.T., Zhu, T.S.: Evaluating the Validity of Simplified Chinese Version of LIWC in Detecting Psychological Expressions in Short Texts on Social Network Services, vol. 11, p. e0157947 (2016)

    Google Scholar 

  8. Pennebaker, J.W., Mehl, M.R., Niederhoffer, K.G.: Psychological aspects of natural language use: our words, our selves. Annu. Rev. Psychol. 54, 547–577 (2003)

    Article  Google Scholar 

  9. Zeng, Y., Hou, H.: Research on the extraction of ancient texts. J. China Soc. Sci. Tech. Inf. 30, 132–135 (2008)

    Google Scholar 

  10. Gao, R., Hao, B.B., Li, L., Bai, S., Zhu, T.S.: The establishment of the software system of Chinese language psychological analysis. In: Psychology and the Promotion of Innovation Ability: the Sixteenth National Conference on Psychology, p. 3 (2013)

    Google Scholar 

  11. de Raad, B.: The Big Five Personality Factors: The psycholexical Approach to Personality, pp. 309–311. Hogrefe & Huber Publishers, Ashland (2000)

    Google Scholar 

  12. Gao, R.: The Research and Application of the Psychological Analysis Technology of Weibo Content, University of the Chinese Academy of Sciences, vol. Master. University of the Chinese Academy of Sciences (2014)

    Google Scholar 

  13. Cao, B.J.: The reflection and critique of pure confucianism personality: a new comment of Tang priest. Acad. J. Zhongzhou 4, 110–112 (1999)

    Google Scholar 

  14. Jiang, K., Huang., L.J.: Compromise and secularization: an image evolution of Sha monk. J. Zibo Normal Coll. 4, 58–62 (2007)

    Google Scholar 

  15. Zhou, X.S.: The time spirit and cultural connotation of Sun Wukong. J. Southeast Univ. 8, 63–73 (2006). (Philosophy and Social Science)

    Article  Google Scholar 

  16. Cao, B.: Secularized Comic Image and Civil Personae 1: A New Reading of Ba Jie in A Journey to the West. J. Huaihai Inst. Technol. 5, 23–27 (2007). (Social Science Edition)

    Google Scholar 

  17. Cao, B.: Secularized Comic Image and Civil Personae 2: A New Reading of Ba Jie in A Journey to the West. J. Huaihai Inst. Technol. 5, 27–30 (2007). (Social Science Edition)

    Google Scholar 

  18. Liu, W.L., Qiu, H.C.: The Empiricism of Zhu Bajie. J. Keshan Teachers Coll. 2, 42–46 (2002)

    Google Scholar 

  19. Cai, S.: Discussion on Sha monk in “Journey to the West”. J. Educ. Inst. Jilin Province 30, 114–115 (2014)

    Google Scholar 

  20. Lu, L.: Industrious, duty, firm and persistent: a comment of Sha monk. South J. 11, 98–99, 110 (2014)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Baobin Li .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer International Publishing AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Yuan, Y., Li, B., Jiao, D., Zhu, T. (2018). The Personality Analysis of Characters in Vernacular Novels by SC-LIWC. In: Zu, Q., Hu, B. (eds) Human Centered Computing. HCC 2017. Lecture Notes in Computer Science(), vol 10745. Springer, Cham. https://doi.org/10.1007/978-3-319-74521-3_43

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-74521-3_43

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-74520-6

  • Online ISBN: 978-3-319-74521-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics