Title	Hybrid Tensor Flow DNN and Modified Residual Network Approach for Cyber Security Threats Detection in Internet of Things
Author	Abdulrahman Mohammed Alshehri and Mohammed Saeed Fenais
Citation	Vol. 22  No. 10  pp. 237-245
Keywords	IoT, malware detection, software piracy, cyber security, data mining, Tensor flow DNN.

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	Flow-based Reconnaissance Attacks Detection in SDN-based Environment
Author	Abdulmohsen Alsaedi, Adel Alshamrani, and Talal Alharbi
Citation	Vol. 22  No. 9  pp. 747-755
Keywords	software-defined networking; reconnaissance attack; flow-based.

Title	Information Technology of Education in the Light of Vincent Ocon’s Theory of Multi Sided Personality Learning
Author	Krystyna Chałas, Oksana Dubinina, Tetiana Burlaienko, Tetiana Kravchynska
Citation	Vol. 22  No. 9  pp. 657-665
Keywords	information technologies, Digital Twins, software, institution of general secondary education, theory of multifaceted personality education.