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CS Colloq: Prof. Vishal Misra
Thu, Nov 12, 2009 @ 04:00 PM - 05:30 PM
Thomas Lord Department of Computer Science
Conferences, Lectures, & Seminars
Speaker: Prof. Vishal Misra, Columbia University Title: A Shapley Value approach to Internet EconomicsHost: Prof. Leana GolubchikAbstract:Internet service providers (ISPs) depend on one another to provide global network services. However, the profit-seeking nature of the ISPs leads to selfish behaviors that result in inefficiencies and disputes in the network. From a macroscopic view, this concern is at the heart of the Network Neutrality debate, which asks for an appropriate compensation structure that satisfies all types of ISPs and content providers.In this work, we design a profit-sharing mechanism based on the Shapley value originated from Coalition Game Theory. We derive closed-form profit solutions for structured ISP topologies and develop a dynamic programming procedure to calculate solutions for general topologies. Based on these solutions, we draw some implications on the bilateral settlements between ISPs. In practice, these results provide guidelines for ISPs to solve disputes and negotiate stable and incentive settlements and for governments to establish regulatory policies for the Internet industry.We then further extend the concept of Shapley Values to the scenario of Peer to Peer systems, where the Peers get compensated for reducing the cost of content distribution In general, the drawback of the Shapley Value mechanism is its computational complexity. We prove that this it is not the case for (very) large systems. As the number of peers receiving the service becomes large, the Shapley value received by each player approaches a hybrid fluid- atomic limit, leading to a simple closed form expression for any cost function, and simplifies even further in some scenarios of interest. We apply our technique to several scenarios for wired and wireless networks, proving that it leads to stable structure providing savings for bandwidth and energy costs.Bio:Vishal Misra is an Associate Professor in the Computer Science Department at Columbia University. He has received an NSF CAREER Award, a DoE CAREER Award and IBM Faculty Awards. His research emphasis is on mathematical modeling of computer systems, bridging the gap between practice and analysis. His recent work includes the areas of Internet economics, wireless, scheduling mechanisms and peer to peer systems. He has served as the guest editor for the Journal of Performance Evaluation, was TPC co-chair of Sigmetrics 2008, and serves on the editorial board of IEEE/ACM Transactions on Networking and Elsevir Journal of Performance Evaluation.
Location: Seaver Science Library (SSL) - 150
Audiences: Everyone Is Invited
Contact: CS Front Desk