Title	Use of Digital Educational Resources in the Training of Future Specialists in the EU Countries
Author	Olga Plakhotnik, Valentyn Zlatnikov, Olena Matviienko, Oleksandr Bezliudnyi, Anna Havrylenko, Olena Yashchuk, Pavlo Andrusyk
Citation	Vol. 22  No. 10  pp. 17-24
Keywords	digital educational resources, training of future specialists, EU countries, tasks of informatization of Education, types of digital educational resources by education functions, factors that determine the effectiveness of using digital educational resour

Title	Cross-Project Pooling of Defects for Handling Class Imbalance
Author	J. M. Catherine, S Djodilatchoumy2
Citation	Vol. 22  No. 10  pp. 11-16
Keywords	Software Defect, Random Forest, Matthews Correlation Coefficient, Accuracy, Dataset Imbalance handling

Title	Centroid and Nearest Neighbor based Class Imbalance Reduction with Relevant Feature Selection using Ant Colony Optimization for Software Defect Prediction
Author	Kiran Kumar B., Jayadev Gyani, , Bhavani Y., Ganesh Reddy P., Nagasai Anjani Kumar T
Citation	Vol. 22  No. 10  pp. 1-10
Keywords	Ant Colony Optimization; Class imbalance; Feature selection; Oversampling

Title	Adopting Graph-Based Machine Learning Algorithms to Classify Android Malware
Author	Abdelrahman Elsharif Karrar
Citation	Vol. 22  No. 9  pp. 840-849
Keywords	Graph-Based Model; Machine Learning; Classification Algorithms; Android Malware Detection.