IEEE - Institute of Electrical and Electronics Engineers, Inc. - Multiresolution state-space discretization method for Q-Learning

2009 American Control Conference (ACC-09)

Author(s): A. Lampton ; J. Valasek
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 June 2009
Conference Location: St. Louis, MO, USA
Conference Date: 10 June 2009
Page(s): 1,646 - 1,651
ISBN (CD): 978-1-4244-4524-0
ISBN (Paper): 978-1-4244-4523-3
ISSN (Electronic): 2378-5861
ISSN (Uncategorized ISSN): 0743-1619
ISSN (Paper): 0743-1619
DOI: 10.1109/ACC.2009.5160474
Regular:

For large scale problems Q-Learning often suffers from the Curse of Dimensionality due to large numbers of possible state-action pairs. This paper develops a multiresolution state-space... View More

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