the university of tennessee
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the university of tennessee
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machine intelligence lab |
| Scott Livingston, Ph.D. student at CalTech | ||
| [ cv ] | ||
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Science and Engineering Facility Room 204 1414 Circle Drive University of Tennessee Knoxville, TN 37996-2100   Skype[homepage] |
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| Research | Reinforcement Learning and Approximate Dynamic Programming | |
| Reinforcement Learning and Approximate Dynamic Programming | ||
| I studied the behavior of recurrent neural networks acting as function approximators in the context of reinforcement learning. I am more generally interested in machine learning and control, especially in robotics. | ||
| Selected Publications | |
| [1] | I. Arel, S. Livingston, "Beyond the Turing Test," IEEE Computer, Vol. 42, No. 3, pp. 104-105, March, 2009 [pdf] |
| [2] | I. Elhanany, C. Niedzwiedz, Z. Liu, S. Livingston, "A Consolidated Actor-Critic Model for Partially-Observable Markov Decision Processes," IET Electronics Letters, October, 2008 [pdf] |
| [3] | C. Niedzwiedz, I. Elhanany, Z. Liu, S. Livingston, "A Consolidated Actor-Critic Model with Function Approximation for High-Dimensional POMDPs," AAAI 2008 workshop for Advancement in POMDP Solvers (part of the AAAI 2008 Conference), Chicago, July, 2008 [pdf] |
| [4] | C. Niedzwiedz, Z. Liu, I. Elhanany, S. Livingston, "A Consolidated Actor-Critic Model for Temporal Difference Learning with Function Approximation and Application to POMDPs," 3rd Northeast Student Colloquium on Artificial Intelligence, May, 2008 [pdf] |
| [5] | S. Livingston, J. Garvey, I. Elhanany, "On the Broad Implications of Reinforcement Learning based Artificial General Intelligence (AGI)," AGI-08 Workshop on the Sociocultural, Ethical and Futurological Implications of Artificial General Intelligence, March, 2008 [pdf] |
