Doran Chakraborty
Ph.D. Alumni
Doran's research is on agent modeling in multiagent systems. His main interest lies in modeling opponents in multiagent settings such as repeated and sequential games. He also has a parallel interest in model-based reinforcement learning and its overlap with multiagent modeling. He is also a member of the team that won the first Trading Agent Ad Auction competition held at IJCAI, 2009. Between his years in schools, he has worked as a software architect for a couple of years for Sybase and Johnson & Johnson. He is one of the developers of the open source software project perf4j: a statistical logging framework. Outside work, he is a soccer geek and loves following all kinds of soccer leagues around Europe.
Homepage:
http://www.cs.utexas.edu/~chakrado
Publications
Cooperating with a Markovian Ad Hoc Teammate 2013
Doran Chakraborty and Peter Stone, In Proceedings of the 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), May 2013.
Multiagent Learning in the Presence of Memory-Bounded Agents 2013
Doran Chakraborty and Peter Stone, Autonomous Agents and Multiagent Systems (JAAMAS) (2013). Springer.
Targeted Opponent Modeling of Memory-Bounded Agents 2013
Doran Chakraborty and Peter Stone, In Proceedings of the Adaptive Learning Agents Workshop (ALA), May 2013.
Structure Learning in Ergodic Factored MDPs without Knowledge of the Transition Function's In-Degree 2011
Doran Chakraborty and Peter Stone, In Proceedings of the Twenty Eighth International Conference on Machine Learning (ICML'11), June 2011.
Convergence, Targeted Optimality and Safety in Multiagent Learning 2010
Doran Chakraborty and Peter Stone, In Proceedings of the Twenty-seventh International Conference on Machine Learning (ICML 2010), June 2010.
Online Model Learning in Adversarial Markov Decision Processes (Extended Abstract) 2010
Doran Chakraborty and Peter Stone, In Proceedings of the Ninth International Conference on Autonomous Agents and Multiagent Systems (AAMAS), pp. 1583–-1584, May 2010.
TacTex09: A Champion Bidding Agent for Ad Auctions 2010
David Pardoe, Doran Chakraborty, and Peter Stone, In Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2010), May 2010.
Online Multiagent Learning against Memory Bounded Adversaries 2008
Doran Chakraborty and Peter Stone, In Machine Learning and Knowledge Discovery in Databases, Vol. 5212, pp. 211-26, September 2008.
Labs
Formerly affiliated with Learning Agents