Muhammad Fadhil Dwisaputra

A COMPARATIVE STUDY OF CNN-BILSTM AND TF-IDF–NAIVE BAYES FOR SENTIMENT CLASSIFICATION ON MOVIE REVIEWS: PERFORMANCE AND EFFICIENCY TRADE-OFFS

Findings indicate that the performance improvement offered by the deep learning approach is modest relative to its substantially higher computational cost, providing practical guidance for method selection in resource-constrained settings.