Nurpadhilah, N.; Saputera, S. Sentiment Analysis and Characteristics of Youtube User Opinions Toward Samsung and Iphone Brands Using TF-IDF With Naive Bayes and KNN Comparison and Mcnemar Test. jmcs 2026, 5, 987-998.