Author

Nathaphon Boonnam

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Open access Oct 2026

Enhancing library book recommendations using clustering and association rule mining

Introduction. This study investigates library user clusters to improve book recommendations. Data on daily borrowing behaviours from 2020 to 2025 were collected from the Prince of Songkla University, Pattani Campus library. Method. Users were clustered using K-means. The optimal number of clusters was selected via the...

Komgrit Rumdon, Siriwan Kajornkasirat, Nathaphon Boonnam · Information research. An int... · 0 citations

Open access Aug 2026

A framework for predicting preservice teacher performance using machine learning and SMOTE-based class imbalance handling

This study determines the most effective model for predicting preservice teachers’ academic outcomes by evaluating multiple machine learning techniques, including Decision Tree, Random Forest, Logistic Regression, and Naïve Bayes across five distinct groups.

Kimhong Ann, Nathaphon Boonnam · Discover Education · 0 citations