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The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains
Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting.
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| Lenguaje: | eng |
| Publicado: |
IOS Press
2009
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| Acceso en línea: | http://cds.cern.ch/record/1608202 |
| _version_ | 1780931791878619136 |
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| author | Van Otterlo, M |
| author_facet | Van Otterlo, M |
| author_sort | Van Otterlo, M |
| collection | CERN |
| description | Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting. |
| id | cern-1608202 |
| institution | Organización Europea para la Investigación Nuclear |
| language | eng |
| publishDate | 2009 |
| publisher | IOS Press |
| record_format | invenio |
| spelling | cern-16082022021-04-21T22:21:11Zhttp://cds.cern.ch/record/1608202engVan Otterlo, MThe logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domainsComputing and ComputersMarkov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting.IOS Pressoai:cds.cern.ch:16082022009 |
| spellingShingle | Computing and Computers Van Otterlo, M The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title | The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_full | The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_fullStr | The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_full_unstemmed | The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_short | The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_sort | logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| topic | Computing and Computers |
| url | http://cds.cern.ch/record/1608202 |
| work_keys_str_mv | AT vanotterlom thelogicofadaptivebehaviorknowledgerepresentationandalgorithmsforadaptivesequentialdecisionmakingunderuncertaintyinfirstorderandrelationaldomains AT vanotterlom logicofadaptivebehaviorknowledgerepresentationandalgorithmsforadaptivesequentialdecisionmakingunderuncertaintyinfirstorderandrelationaldomains |