L. Ram, M. and Agoylo Jr., J.C. 2025. Optimized Random Forest Classifier for Students Lifestyle Prediction Using Behavioral Data: A Machine Learning Approach. Journal of Telecommunication, Electronic and Computer Engineering (JTEC). 17, 2 (Jun. 2025), 31–36. DOI:https://doi.org/10.54554/jtec.2025.17.02.004.