Isaac Sledge


About Me

I am a Ph.D. student and endowed research fellow with CNEL. I received my Bachelors of Science, with high honors, in Electrical Engineering and Computer Engineering from the University of Florida. I also received my Masters of Engineering in Electrical Engineering and Computer Engineering from the University of Florida.
 
My Research Interests

My dissertation research focuses on the application of information-theoretic concepts to reinforcement learning. My other research interests include relational learning, stochastic dynamics reduction, and robotic control.
 



 
CNEL Papers
Journal Papers
1Isaac J. Sledge, Jose C. Principe, "Value of Information for the Optimal Trade-Off between Policy Exploration and Exploitation in Markov Decision Processes," Entropy. (Submitted)
2Isaac J. Sledge, Jose C. Principe, "Analysis of Agent Expertise in Pac-Man using Value-of-Information-Based Policies," EEE Transactions on Computational Intelligence and AI in Gam. (Submitted)
3Isaac J. Sledge, Jose C. Principe, "Directed Policy Exploration for Markov Decision Processes using an Uncertainty-Based Value-of-Information Criterion," Trans. on Neural Networks. (Submitted)
 
Conference Papers
1Isaac J. Sledge, Jose C. Principe, "Balancing Exploration and Exploitation in Reinforcement Learning using a Value of Information Criterion," Intl. Conf. on Acoustics, Speech, and Signal Processing.(Accepted) (author PDF)
 

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