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STUDIA INFORMATICA - Issue no. 1 / 2003 | |||||||
Article: |
A NEW REINFORCEMENT LEARNING ALGORITHM. Authors: GABRIELA ŞERBAN. |
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Abstract: The field of Reinforcement Learning, a sub-field of machine learn- ing, represents an important direction for research in Artificial Intelligence, the way for improving an agent''s behavior, given a certain feed-back about its performance. In this paper we propose an original algorithm (URU - Utility-Reward-Utility), which is a temporal difference reinforcement learning algorithm. Moreover, we design an Agent for solving a path-finding problem (searching a maze), using the URU algorithm. | |||||||