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Automatic Personality Prediction Based on Users’ Chinese Handwriting Change

  • East China Normal University
  • Born to Learn Education Technology

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

In recent years, personality has been considered as a valuable personal factor being applied to many fields. Although lately some studies have endeavored to implicitly obtain user’s personality from her/his handwriting, they failed to achieve satisfactory prediction performance. Most of the related methods focus on constructing handwriting features, while the handwriting change information is ignored. In fact, user’s handwriting change could reflect her/his physical and mental state more finely, which is helpful for recognizing the user’s personality. Furthermore, the related studies may not fully use Chinese character features to analyze the change of Chinese handwriting. In this paper, we propose an effective Chinese Handwriting Change based Personality Prediction (CHCPP) model to identify users’ personalities. To be specific, we construct the handwritten character sequence based on the writing order. We then extract the Chinese character features and the visual signals of each handwritten character in the sequence to analyze the handwriting change. Meanwhile, we also construct the statistical Chinese character features based on the whole handwritten character set to assist in modeling the change of Chinese handwriting. Lastly, we utilize the handwriting change information and the statistical Chinese character features to acquire the prediction results. The experimental results show that our CHCPP model outperforms the related methods on a real-world dataset.

源语言英语
主期刊名Computer Supported Cooperative Work and Social Computing - 17th CCF Conference, ChineseCSCW 2022, Revised Selected Papers
编辑Yuqing Sun, Tun Lu, Yinzhang Guo, Xiaoxia Song, Hongfei Fan, Dongning Liu, Liping Gao, Bowen Du
出版商Springer Science and Business Media Deutschland GmbH
页435-449
页数15
ISBN(印刷版)9789819923847
DOI
出版状态已出版 - 2023
活动17th CCF Conference on Computer Supported Cooperative Work and Social Computing, ChineseCSCW 2022 - Taiyuan, 中国
期限: 25 11月 2022 → 27 11月 2022

丛书

姓名Communications in Computer and Information Science
卷1682 CCIS
ISSN(印刷版)1865-0929
ISSN(电子版)1865-0937

会议

会议17th CCF Conference on Computer Supported Cooperative Work and Social Computing, ChineseCSCW 2022
国家/地区中国
市Taiyuan
时期25/11/22 → 27/11/22

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