PSYCH OpenIR  > 中国科学院心理健康重点实验室
Alternative TitleApplication of machine learning in the prediction of drawing test ondependent personality dysfunction in adolescents
陈涛1,2; 王鹏罛1,3; 林轩1; 裴欢昌1; 邢怡伦1; 罗捷1; 项锦晶1; 王亚2
First Author陈涛
Contribution Rank2


Other Abstract

To explore whether drawing test can effectively predict the dependent personality dysfunction with machine learning. Methods: A total of 318 adolescents were selected from our previous study. The Dependent Personality Diagnostic; sub-scale of Personality Diagnostic; Questionnaire一4+was adopted to measure the dependent personality dysfunction in these participants. The Synthetic; House Tree Person (S-HTP) test was used to analyze the drawing characteristic、of the participants. Seventy-nine adolescents were classified into positive group and 239 were classified into negative group. With machine learning 11 drawing characteristic、were used to predict the dependent personality dysfunction among teenagers. Results: When predicting dependent personality dysfunction in adolescents with machine learning scars on the trunk (0. 20),the person near the tree (0.18) and the central picture (0. 13) were found to show the highest average importance ratio among the 11 drawing features. The model has 87% accuracy, 85% precision 86% recall, and 85% Fl score, which indicated an acceptable performance of this machine learning model in predicting dependent personality dysfunction in adolescents. Conclusion: It suggests that together with machine learning drawing test could classily the dependent personality dysfunction effectively.

Keyword机器学习 随机森林算法 人格偏离 绘画测验 青少年
DOI10. 3969/j.issn. 1000-6729. 2019. 10. 009
Source Publication中国心理卫生杂志
Indexed ByCSCD
Project Intro.

中央高校基本科研业务费专项资金资助(2019RW13);; 北京市社会科学基金项目“投射技术对中小学生立体化心理评估模式探索”(15JYC033)

Citation statistics
Document Type期刊论文
First Author AffilicationKey Laboratory of Mental Health, CAS
Recommended Citation
GB/T 7714
陈涛,王鹏罛,林轩,等. 机器学习在绘画测验预测青少年依赖型人格偏离中的应用[J]. 中国心理卫生杂志,2019,33(10):769-773.
APA 陈涛.,王鹏罛.,林轩.,裴欢昌.,邢怡伦.,...&王亚.(2019).机器学习在绘画测验预测青少年依赖型人格偏离中的应用.中国心理卫生杂志,33(10),769-773.
MLA 陈涛,et al."机器学习在绘画测验预测青少年依赖型人格偏离中的应用".中国心理卫生杂志 33.10(2019):769-773.
Files in This Item:
File Name/Size DocType Version Access License
机器学习在绘画测验预测青少年依赖型人格偏(229KB)期刊论文出版稿限制开放CC BY-NC-SAApplication Full Text
Related Services
Recommend this item
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[陈涛]'s Articles
[王鹏罛]'s Articles
[林轩]'s Articles
Baidu academic
Similar articles in Baidu academic
[陈涛]'s Articles
[王鹏罛]'s Articles
[林轩]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[陈涛]'s Articles
[王鹏罛]'s Articles
[林轩]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.