Publication: Associative Search Network: A Reinforcement Learning Associative Memory
dc.contributor.author | Barto, Andrew G. | |
dc.contributor.author | Sutton, Richard S. | |
dc.contributor.author | Brouwer, Peter S. | |
dc.contributor.department | University of Massachusetts - Amherst | |
dc.contributor.department | University of Massachusetts - Amherst | |
dc.contributor.department | University of Massachusetts - Amherst | |
dc.date | 2023-09-22T21:08:26.000 | |
dc.date.accessioned | 2024-04-26T09:36:51Z | |
dc.date.available | 2024-04-26T09:36:51Z | |
dc.date.issued | 1981 | |
dc.description | This paper was harvested from CiteSeer | |
dc.description.abstract | An associative memory system is presented which does not require a "teacher" to provide the desired associations. For each input key it conducts a search for the output pattern which optimizes an external payoff or reinforcement signal. The associative search network (ASN) combines pattern recognition and function optimization capabilities in a simple and effective way. We define the associative search problem, discuss conditions under which the associative search network is capable of solving it, and present results from computer simulations. The synthesis of sensory-motor control surfaces is discussed as an example of the associative search problem. | |
dc.identifier.uri | https://hdl.handle.net/20.500.14394/10215 | |
dc.relation.url | https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1019&context=cs_faculty_pubs&unstamped=1 | |
dc.source.status | published | |
dc.subject | Computer Sciences | |
dc.title | Associative Search Network: A Reinforcement Learning Associative Memory | |
dc.type | article | |
dc.type | article | |
digcom.contributor.author | Barto, Andrew G. | |
digcom.contributor.author | Sutton, Richard S. | |
digcom.contributor.author | Brouwer, Peter S. | |
digcom.identifier | cs_faculty_pubs/6 | |
digcom.identifier.contextkey | 1298539 | |
digcom.identifier.submissionpath | cs_faculty_pubs/6 | |
dspace.entity.type | Publication |
Files
Original bundle
1 - 1 of 1
Loading...
- Name:
- Andrew_G_Barto_2.pdf
- Size:
- 991.4 KB
- Format:
- Adobe Portable Document Format