Title	Performance Analysis of Software Defects Prediction using Over-Sampling (SMOTE) and Resampling
Author	Mohammad Zubair Khan, Reyadh Alluhaibi
Citation	Vol. 19  No. 11  pp. 202-215
Keywords	SDP, Software Defect Prediction, Oversampling, Resampling, SMOTE, Classifiers, NaiveBase, SVM, AdaBoost, Bagging, RandomForest

Title	Sentiment Analysis of COVID-19 Vaccination in Saudi Arabia
Author	Sawsan Alowa, Lama Alzahrani, Noura Alhakbani, and Hend Alrasheed
Citation	Vol. 23  No. 2  pp. 13-30
Keywords	COVID-19 vaccine; sentiment analysis; BiLSTM; polarity; machine learning; SMOTE; oversampling

Title	Sentiment Analysis of Twitter Data on Smart City Services using BERT Model
Author	Abrar Albeladi and Turki Alghamdi
Citation	Vol. 25  No. 2  pp. 64-80
Keywords	Sentiment analysis, Random forest algorithm, Smart cities, Arabic tweet datasets, SMOTE