NNRG People - Shailesh Kumar

Shailesh Kumar

Masters Alumni

Shailesh worked with NNRG on reinforcement learning algorithms for packet routing. He went on to get his PhD in the UT Electrical Engineering Department, with Joydeep Ghosh as his advisor. After graduation he went to work in Joseph Sirosh's group at Fair Isaac, Inc.

Homepage:

http://research.google.com/pubs/ShaileshKumar.html

Projects

Adaptive Packet Routing: The Confidence-Based Dual Reinforcement Q-Learning Algorithm	1998 - 2000
On-Line Adaptation of a Signal Predistorter through Dual Reinforcement Learning	1995 - 1997

Publications

Confidence Based Dual Reinforcement Q-Routing: An Adaptive On-Line Routing Algorithm	Shailesh Kumar and Risto Miikkulainen	In 16th International Joint Conference on Artificial Intelligence (IJCAI-99), 758--763, Stock...	1999

Confidence Based Dual Reinforcement Q-Routing: An On-Line Adaptive Network Routing Algorithm	Shailesh Kumar	Masters Thesis, Department of Computer Sciences, the University of Texas at Austin., May 1998. 108. ...	1998

Confidence Based Q-Routing: An On-Line Adaptive Network Routing Algorithm	Shailesh Kumar and Risto Miikkulainen	C. H. Dagli and M. Akay and O. Ersoy and B. R. Fernandez and A. Smith, editors, Smart Engineering...	1998

Dual Reinforcement Q-Routing: An On-Line Adaptive Routing Algorithm	Shailesh Kumar and Risto Miikkulainen	C. H. Dagli, M. Akay, O. Ersoy, B. R. Fernandez and A. Smith, editors, Smart Engineering Systems:...	1997

On-Line Adaptation Of A Signal Predistorter Through Dual Reinforcement Learning	Patrick Goetz, Shailesh Kumar and Risto Miikkulainen	In Lorenza Saitta, editors, Machine Learning: Proceedings of the 13th Annual Conference (Bari, It...	1996

Areas of Interest

Reinforcement Learning Applications