Title	Deep Neural Networks for Face Recognition and Feature Extraction from Multi-lateral Images
Author	Venkata Srinivasu Veesam, Suban Ravichandran, and Gatram Rama Mohan Babu,
Citation	Vol. 22  No. 4  pp. 700-704
Keywords	facial recognition, face detection, feature extraction, convolutional neural networks, deep neural networks

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