Psychology: Techniques and Application ›› 2019, Vol. 7 ›› Issue (10): 605-613.doi: 10.16842/j.cnki.issn2095-5588.2019.10.005

Previous Articles     Next Articles

Psychological Analysis of Literary Characters based on Transfer Learning

  

  1. (1 Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China)
    (2 University of Chinese Academy of Sciences, Beijing 100049, China)
    (3 Shandong Jianzhu University, Shandong 250101, China)
  • Online:2019-10-01 Published:2019-10-08

Abstract: In recent years, with the development of computer natural language processing and machine learning technology, the use of network behavior to predict users psychological characteristics has gradually become a focus of interdisciplinary research. The analysis of literary characters by the intelligent analysis system based on ecological recognition has been proved to be effective, but there are still some deficiencies. In this paper, the idea of transfer learning is introduced into the intelligent analysis system of literature. Taking the literary characters described by the English writer William Somerset Maugham as an example, the prediction effect is found to be improved to a certain extent, thus proving the effectiveness of transfer learning in the psychological analysis model of literary characters.

Key words: transfer learning, the model of psychological prediction for literary characters, the novel by William Somerset Maugham

CLC Number: 

  • TP391
[1] LI Sijia, , YANG Yijun, WU Shengtao, ZHU Tingshao. Writer Criticism on Jin Yong: An Artificial-Intelligence Study [J]. Psychology: Techniques and Application, 2019, 7(10): 584-589.
[2] Wu Shengtao, Zhu Tingshao, Dai Yuxin, Wang Xiaoqin. Psychology of Social Class Based on Literature Intelligence Analysis Model [J]. Psychology: Techniques and Application, 2019, 7(10): 590-596.
[3] BI Chongzeng. What's the Psychology Meaning of Jin Yong's Swordsman Series Novel from AI Perspective? [J]. Psychology: Techniques and Application, 2019, 7(10): 578-583.
[4] SU Yue, , XIE Yuxue, DU Xiaoyang, CHEN Xiongying, YANG Li. Identifying Psychological Characteristics of British Population in Early 20th Century from Maugham's Novels [J]. Psychology: Techniques and Application, 2019, 7(10): 597-604.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] SUN Ling, SONG Xiaoxing, ZHOU Zhanqiang, MENG Xiangyi, XIN Ziqiang. The Concept, Construct and Measurement of Financial Knowledge[J]. Psychology: Techniques and Application, 2018, 6(8): 459 -464 .
[2] XIN Zhiyong, YU Yonghong, XIN Ziqiang. Research Progress and Conceptual Construct Analysis of Financial Values[J]. Psychology: Techniques and Application, 2018, 6(8): 472 -483 .
[3] WEI Xiao, LAN Jijun. Analysis of the Present Situation and Trend of Psychology Researchin China in Recent 10 Years ——Take the Dissertation Distribution of the 14th-19th China Congress of Psychology as an Example[J]. Psychology: Techniques and Application, 2018, 6(8): 503 -512 .
[4] ZHANG Hongchuan, SU Song, LV Jieyu, ZHANG Mei, XIN Ziqiang. Financial Capacity Based on the Rational Decision-Making View: Concept, Construct and Measurement [J]. Psychology: Techniques and Application, 2018, 6(8): 465 -471 .
[5] HUANG Zihang, , WANG Ke, CAI Huajian, . Conducting Psychological Studies via Open Data[J]. Psychology: Techniques and Application, 2018, 6(9): 549 -569 .
[6] . [J]. Psychology: Techniques and Application, 2018, 6(10): 580 -581 .
[7] HU Jinhui, XIN Cong, CHEN Youzhen. Effects of Encoding Strategies and the Salience of Cues on Prospective Memory[J]. Psychology: Techniques and Application, 2018, 6(9): 537 -542 .
[8] YUAN Shangqing, SUN Tie, ZHENG Luming, XIAO Feng. The Effect of Stress on Implicit Time Underlying Different Dynamic Conditions[J]. Psychology: Techniques and Application, 2018, 6(9): 543 -548 .
[9] . [J]. Psychology: Techniques and Application, 2018, 6(10): 583 -586 .
[10] . [J]. Psychology: Techniques and Application, 2018, 6(10): 590 -592 .