Title	Multiclass Machine Learning Based Botnet Detection in Software Defined Networks
Author	Farhan Tariq and Dr. Shamim Baig
Citation	Vol. 19  No. 3  pp. 150-156
Keywords	botnet detection, malware, Multiclass machine learning, NBA, SDN, TSDR, OpenFlow, Opendaylight, flows.

Title	On Erd?s-Straus Conjecture for 3/n
Author	Abdul Hameed, Ali Dino Jumani, Israr Ahmed, Inayatullah Soomro, Abdul Majid, Ghulam Abbass, Abdul Naeem kalhoro
Citation	Vol. 19  No. 3  pp. 147-149
Keywords	Math, Mathematic, Egyptian fractions, Number theory

Title	Performance Analysis of D2D Communication System over Fisher-Snedecor F Channels
Author	Zakir Hussain and Haider Mehdi
Citation	Vol. 19  No. 3  pp. 138-146
Keywords	Co-Channel Interference, Device-to-Device, Fisher-Snedecor F, Outage Capacity, Success Probability.

Title	Nonlinear Principal Component Logistic Regression: Impact of Morning Shows on Fashion Products Consumer
Author	Dr Junaid Sageer Siddiqu, Dr Bushra Shamshad, Zara Omar
Citation	Vol. 19  No. 3  pp. 134-137
Keywords	Logistic regression, nonlinear principal components analysis, viewers impact survey data, scale construction.