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Employing decision trees to predict cyberbullying victimization among Chinese adolescents and identify subgroups and their shared characteristics

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成果类型:
期刊论文
作者:
Song, Youzhi;Tian, Yuan;Fan, Cuiying;Zheng, Quan;Huang, Lu;...
通讯作者:
Zhou, ZK
作者机构:
[Song, Youzhi; Tian, Yuan; Fan, Cuiying; Zhou, Zongkui; Zheng, Quan] Minist Educ, Key Lab Adolescent Cyberpsychol & Behav CCNU, Wuhan 430079, Peoples R China.
[Song, Youzhi; Tian, Yuan; Fan, Cuiying; Zhou, Zongkui; Zheng, Quan] Cent China Normal Univ, Sch Psychol, 382 XiongChu Rd, Wuhan 430079, Peoples R China.
[Huang, Lu] Wuhan Business Univ, Sch Marxism, Wuhan 430056, Peoples R China.
通讯机构:
[Zhou, ZK ] M
Minist Educ, Key Lab Adolescent Cyberpsychol & Behav CCNU, Wuhan 430079, Peoples R China.
Cent China Normal Univ, Sch Psychol, 382 XiongChu Rd, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Cyberbullying;Traditional bullying;Depression;Decision tree;Machine learning
期刊:
Current Psychology
ISSN:
1046-1310
年:
2024
卷:
43
期:
21
页码:
19518-19531
基金类别:
This work was financially supported by the Research Program Funds of the Collaborative Innovation Center of Assessment toward Basic Education Quality at Beijing Normal University in China [grant number 2021-04-003-BZPK01], the Program of National Natural Science Funds of China [grant number 61907020], and the Fundamental Research Funds for the Central Universities [grant number CCNU22JC002].
机构署名:
本校为第一且通讯机构
院系归属:
心理学院
摘要:
Early research has revealed distinct subgroups of cyberbullying victims. However, due to the limitations of traditional statistical methods, the characterization of features in the subgroups has been relatively limited, making it challenging to gain a relatively comprehensive understanding of different subgroup members. Decision trees and machine learning techniques offer notable advantages in addressing such issues. The primary aim of this study is to develop a high-performing classifier based on self-reported data from 814 middle school students to accurately predict cyberbullying victimizat...

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