Title	SC-CVAR: Intrusion Detection Using Feature Selection and Machine Learning Techniques on UNSW-NB15 Dataset
Author	J. Vimal Rosy and Dr. S. Britto Ramesh Kumar
Citation	Vol. 22  No. 4  pp. 691-699
Keywords	Intrusion detection, UNSW-NB15 dataset, Random Forest classifier, Sine Cosine algorithm.

Title	An Improved Intrusion Detection System for SDN using Multi-Stage Optimized Deep Forest Classifier
Author	Saritha Reddy A, Ramasubba Reddy B, and Suresh Babu A
Citation	Vol. 22  No. 4  pp. 374-386
Keywords	Software Defined Networking (SDN), Network Intrusion Detection Systems (NIDS), DDoS attacks, Deep forest Classification.

Title	Pneumonia Detection from Chest X-ray Images Based on Sequential Model
Author	Asma Alshehri , Bayan Alharbi and Amirah Alharbi
Citation	Vol. 22  No. 4  pp. 53-58
Keywords	X-ray images; pneumonia detection; image enhance

Title	Detect Outliers from A Set of Trajectory During Hajj and Umrah
Author	Hatim Al-Salmi, The supervision of Dr Louai Alarabi
Citation	Vol. 22  No. 3  pp. 755-759
Keywords	Spatial Outlier Detection, Spatial Cluster Detection, Detection Trajectory data