"Bandits and Newsvendors: Joint Online Learning and Optimization in Wireless Networks"

Bhaskar Krishnamachari, Associate Professor, Electrical Engineering Dept, University of Southern California

January 7th (Thursday), 2:00pm
Engineering Science Building (ESB), Room 2001

Algorithms for online learning and decision-making under uncertainty have become popular in recent years to improve the performance of wireless networks in unknown dynamic environments. I will give a brief overview of certain classic problem formulations such as multi-armed bandits (MAB) and newsvendor problems, talk about their applications to wireless networking, and present some recent results from my group’s research in this area. These include results for decentralized MAB, combinatorial MAB, contextual MAB, multi-period newsvendors, and optimized robotic network formation in unknown environments. This talk will cover joint work with students Dr. Yi Gai, Dr. Yanting Wu, Pranav Sarkar, Parisa Mansourifard, and Shangxing Wang, and faculty collaborators Rahul Jain, Tara Javidi, and Nora Ayanian.

About Bhaskar Krishnamachari:

photo of Bhaskar KrishnamachariBhaskar Krishnamachari is a Professor of Electrical Engineering (with joint appointment in Computer Science), and Director of the Autonomous Networks Research Group at the University of Southern California's Viterbi School of Engineering. He received his undergraduate degree from The Cooper Union in New York (1998) and his MS (1999) and Ph.D. (2002) from Cornell University, all in Electrical Engineering. He works on the design and analysis of algorithms and protocols for next generation wireless networks. His co-authored papers have received best paper awards at IPSN (2004, 2010), MSWiM (2006) and MobiCom (2010). He has received the NSF CAREER award (2004), the ASEE Terman Award (2010), and has been included on Technology Review Magazine's TR-35 list (2011), and Popular Science's Brilliant 10 list (2015). He has authored a book titled "Networking Wireless Sensors" published by Cambridge University Press. He is an Editor for the ACM Transactions on Sensor Networks, and TPC Co-Chair for WiOpt 2016.

Hosted by: Professor Yasamin Mostofi