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Modeling Mathematics Achievement and Engagement in PISA: Predictive Insights from Psychological and Digital Access Factors Using Regression and K-Nearest Neighbors

Crossref DOI link: https://doi.org/10.1007/978-3-032-19130-4_2

Published Online: 2026-04-01

Published Print: 2026

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Chao, Pei-Ching https://orcid.org/0000-0002-5696-9916
Hu, Yueh-Luen https://orcid.org/0000-0002-6312-070X
Supartono, Wahyu https://orcid.org/0000-0003-3105-9219
Canete, Jonathan James O. https://orcid.org/0000-0002-4637-0520
Ching, Gregory S. https://orcid.org/0000-0001-9148-0019
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Text and Data Mining valid from 2026-01-01

Version of Record valid from 2026-01-01
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Chapter History

First Online: 1 April 2026

Conference Information

Conference Acronym: ICAAHI

Conference Name: International conference on Augmenting Artificial-Human Intelligence

Conference City: Kendari

Conference Country: Indonesia

Conference Year: 2025

Conference Start Date: 20 November 2025

Conference End Date: 21 November 2025

Conference ID: icaahi2025

Conference URL: https://www.icaahi.com/

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