arXiv subjects

Rashmi Shetty

Publications and source records attributed to Rashmi Shetty.

2 recordsLinked to original sources

arXiv2015

Automation of Smartphone Traffic Generation in a Virtualized Environment

Scalable and comprehensive analysis of rapidly evolving mobile device application traffic is extremely important but a challenging problem for the Deep Packet Inspection (DPI) engines to perform effective policy management. We present a test framework in which a test driver can automate/orchestrate traffic generation by invoking appropriate method (intent) of real mobile applications (as opposed to traffic replay) in regression or functional testing of mobile application traffic analysis engines in a virtualized environment, without real hardware. We demonstrate the concept by automating a real-time Skype call through a DPI engine in a virtual test setup using Android VMs.

cs.NI↗

arXiv2015

Application of Machine Learning Techniques in Human Activity Recognition

Human activity detection has seen a tremendous growth in the last decade playing a major role in the field of pervasive computing. This emerging popularity can be attributed to its myriad of real-life applications primarily dealing with human-centric problems like healthcare and elder care. Many research attempts with data mining and machine learning techniques have been undergoing to accurately detect human activities for e-health systems. This paper reviews some of the predictive data mining algorithms and compares the accuracy and performances of these models. A discussion on the future research directions is subsequently offered.

cs.LG↗