Matches in SemOpenAlex for { <https://semopenalex.org/work/W2952295051> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W2952295051 abstract "Explaining adaptive behavior is a central problem in artificial intelligence research. Here we formalize adaptive agents as mixture distributions over sequences of inputs and outputs (I/O). Each distribution of the mixture constitutes a `possible world', but the agent does not know which of the possible worlds it is actually facing. The problem is to adapt the I/O stream in a way that is compatible with the true world. A natural measure of adaptation can be obtained by the Kullback-Leibler (KL) divergence between the I/O distribution of the true world and the I/O distribution expected by the agent that is uncertain about possible worlds. In the case of pure input streams, the Bayesian mixture provides a well-known solution for this problem. We show, however, that in the case of I/O streams this solution breaks down, because outputs are issued by the agent itself and require a different probabilistic syntax as provided by intervention calculus. Based on this calculus, we obtain a Bayesian control rule that allows modeling adaptive behavior with mixture distributions over I/O streams. This rule might allow for a novel approach to adaptive control based on a minimum KL-principle." @default.
- W2952295051 created "2019-06-27" @default.
- W2952295051 creator A5035060247 @default.
- W2952295051 creator A5036520551 @default.
- W2952295051 date "2009-11-26" @default.
- W2952295051 modified "2023-09-22" @default.
- W2952295051 title "A Bayesian Rule for Adaptive Control based on Causal Interventions" @default.
- W2952295051 cites W1583882820 @default.
- W2952295051 cites W163742544 @default.
- W2952295051 cites W1990645294 @default.
- W2952295051 cites W2064018461 @default.
- W2952295051 cites W2097815751 @default.
- W2952295051 cites W2128174349 @default.
- W2952295051 cites W2158282517 @default.
- W2952295051 cites W3140968660 @default.
- W2952295051 hasPublicationYear "2009" @default.
- W2952295051 type Work @default.
- W2952295051 sameAs 2952295051 @default.
- W2952295051 citedByCount "3" @default.
- W2952295051 countsByYear W29522950512017 @default.
- W2952295051 crossrefType "posted-content" @default.
- W2952295051 hasAuthorship W2952295051A5035060247 @default.
- W2952295051 hasAuthorship W2952295051A5036520551 @default.
- W2952295051 hasConcept C105795698 @default.
- W2952295051 hasConcept C107673813 @default.
- W2952295051 hasConcept C111472728 @default.
- W2952295051 hasConcept C126255220 @default.
- W2952295051 hasConcept C136172866 @default.
- W2952295051 hasConcept C138885662 @default.
- W2952295051 hasConcept C149441793 @default.
- W2952295051 hasConcept C154945302 @default.
- W2952295051 hasConcept C171752962 @default.
- W2952295051 hasConcept C207390915 @default.
- W2952295051 hasConcept C33923547 @default.
- W2952295051 hasConcept C41008148 @default.
- W2952295051 hasConcept C41895202 @default.
- W2952295051 hasConcept C49937458 @default.
- W2952295051 hasConcept C57830394 @default.
- W2952295051 hasConcept C60048249 @default.
- W2952295051 hasConceptScore W2952295051C105795698 @default.
- W2952295051 hasConceptScore W2952295051C107673813 @default.
- W2952295051 hasConceptScore W2952295051C111472728 @default.
- W2952295051 hasConceptScore W2952295051C126255220 @default.
- W2952295051 hasConceptScore W2952295051C136172866 @default.
- W2952295051 hasConceptScore W2952295051C138885662 @default.
- W2952295051 hasConceptScore W2952295051C149441793 @default.
- W2952295051 hasConceptScore W2952295051C154945302 @default.
- W2952295051 hasConceptScore W2952295051C171752962 @default.
- W2952295051 hasConceptScore W2952295051C207390915 @default.
- W2952295051 hasConceptScore W2952295051C33923547 @default.
- W2952295051 hasConceptScore W2952295051C41008148 @default.
- W2952295051 hasConceptScore W2952295051C41895202 @default.
- W2952295051 hasConceptScore W2952295051C49937458 @default.
- W2952295051 hasConceptScore W2952295051C57830394 @default.
- W2952295051 hasConceptScore W2952295051C60048249 @default.
- W2952295051 hasLocation W29522950511 @default.
- W2952295051 hasOpenAccess W2952295051 @default.
- W2952295051 hasPrimaryLocation W29522950511 @default.
- W2952295051 hasRelatedWork W108649144 @default.
- W2952295051 hasRelatedWork W162444789 @default.
- W2952295051 hasRelatedWork W174961330 @default.
- W2952295051 hasRelatedWork W1915907828 @default.
- W2952295051 hasRelatedWork W1990231801 @default.
- W2952295051 hasRelatedWork W2071745586 @default.
- W2952295051 hasRelatedWork W2099900459 @default.
- W2952295051 hasRelatedWork W2162165657 @default.
- W2952295051 hasRelatedWork W2181191726 @default.
- W2952295051 hasRelatedWork W2481629607 @default.
- W2952295051 hasRelatedWork W2734979634 @default.
- W2952295051 hasRelatedWork W2739340518 @default.
- W2952295051 hasRelatedWork W2766612177 @default.
- W2952295051 hasRelatedWork W2899373925 @default.
- W2952295051 hasRelatedWork W2905987996 @default.
- W2952295051 hasRelatedWork W2952209267 @default.
- W2952295051 hasRelatedWork W3007431310 @default.
- W2952295051 hasRelatedWork W3014266848 @default.
- W2952295051 hasRelatedWork W3038379741 @default.
- W2952295051 hasRelatedWork W6275733 @default.
- W2952295051 isParatext "false" @default.
- W2952295051 isRetracted "false" @default.
- W2952295051 magId "2952295051" @default.
- W2952295051 workType "article" @default.