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Penggen Li

1 paper indexed

crossref2026-07-20

Enhancing Smartphone Addiction Classification Using Ensemble Machine Learning: A Behavioral Data-Driven Framework with Soft Voting Ensemble Strategy

Penggen Li, Kittipol Wisaeng

Smartphone addiction has become a growing behavioral concern, particularly among adolescents and young adults, due to the widespread use of mobile devices and digital platforms. Excessive smartphone usage has been associated with negative outcomes such as reduced academic perform…

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