More about HKUST
Local detection of selfish routing behavior in ad hoc networks
Speaker: Dr. Jonathan Shapiro Computer Science and Engineering Michigan State University Title: "Local detection of selfish routing behavior in ad hoc networks" Date: Wednesday, 14 December 2005 Time: 4:00pm- 5:00pm Venue: Lecture Theatre H (near lift nos. 27/28) HKUST Abstract: Reputation mechanisms for detecting and punishing free-riders in ad hoc networks depend on the local detection of selfish behavior. Although naive selfish strategies based on dropping data packets are readily detected, more sophisticated strategies that manipulate ad hoc routing protocols present a greater challenge. In this work we develop a method to distinguish selfish peers from cooperative ones based solely on local observations of AODV routing protocol behavior. Our approach uses a finite state machine model of locally observed AODV actions to build a statistical description of the behavior of each neighbor. We then use standard statistical tests and clustering techniques to separate neighbors into behavior classes, which are then classified as either selfish or cooperative. We use these ideas to develop an on-line detection algorithm suitable for low mobility environments. Through simulations, we evaluate our algorithm against an adversary who attempts to operate as selfishly as possible while still evading detection. Under reasonable assumptions about the punishment regime used in conjunction with our, our algorithm forces such an adversary to limit its selfish behavior to a level that is statistically indistinguishable from cooperative behavior. ****************** Biograhpy: Jonathan Shapiro is an assistant professor of Computer Science and Engineering at Michigan State University. He received a BA in Physics from Columbia University and an MS and PhD in Computer Science from the University of Massachusetts at Amherst. His primary research interests concern the application of economics to problems in networks and distributed systems, including the use of pricing mechanisms for distributed resource allocation and the role of incentives in promoting cooperation among self-interested network users. Other research interests include congestion control, privacy and security, electronic commerce, and peer-to-peer networking.