Matches in SemOpenAlex for { <https://semopenalex.org/work/W31377030> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W31377030 endingPage "774" @default.
- W31377030 startingPage "773" @default.
- W31377030 abstract "Planning under uncertainty attracted significant attention in AI and in other fields. To overcome computational problems associated with Markov Decision Processes (MDPs) in large scale domains researchers often take advantage of structural properties and look for approximately optimal solutions. DTGolog, a decision-theoretic agent programming language based on the situation calculus, was proposed to ease some of the computational difficulties by using natural ordering constraints on execution of actions. Using DTGolog, domain specific constraints on the set of available policies can be expressed in a high-level program and this program helps to reduce significantly computation required to find a policy optimal in this set. Our paper explores whether the DTGolog framework can be used to evaluate different designs of a decision making agent in a large real-world domain. Each design is understood as combination of a template (expressed as a Golog program) for available policies and a reward function. To evaluate and compare alternative designs we estimate the probability of goal satisfaction for each design. As a domain, we choose the London Ambulance Service (LAS) case study that is well known in software engineering, but remains unknown in AI. In our paper we demonstrate that DTGolog can be applied successfully to quantitative evaluation of alternative designs in terms of their ability to satisfy a system goal with a high probability. We provide a detailed axiomatization of the domain in the temporal situation calculus with stochastic actions. The main advantage of this representation is that neither actions, not states require explicit enumeration. We do an experimental analysis using an on-line implementation of DTGolog coupled with a simulator that models real time actions of many external agents." @default.
- W31377030 created "2016-06-24" @default.
- W31377030 creator A5016326843 @default.
- W31377030 creator A5052098157 @default.
- W31377030 creator A5075986462 @default.
- W31377030 date "2006-05-22" @default.
- W31377030 modified "2023-09-23" @default.
- W31377030 title "Decision making in large-scale domains: a case study" @default.
- W31377030 cites W1552562496 @default.
- W31377030 cites W1569731694 @default.
- W31377030 cites W1844671776 @default.
- W31377030 cites W1977070092 @default.
- W31377030 cites W2038809129 @default.
- W31377030 cites W2054726834 @default.
- W31377030 cites W2061504687 @default.
- W31377030 cites W2068829386 @default.
- W31377030 cites W2092509333 @default.
- W31377030 cites W2126902640 @default.
- W31377030 cites W2143883571 @default.
- W31377030 cites W2222782578 @default.
- W31377030 cites W7930652 @default.
- W31377030 hasPublicationYear "2006" @default.
- W31377030 type Work @default.
- W31377030 sameAs 31377030 @default.
- W31377030 citedByCount "1" @default.
- W31377030 countsByYear W313770302021 @default.
- W31377030 crossrefType "proceedings-article" @default.
- W31377030 hasAuthorship W31377030A5016326843 @default.
- W31377030 hasAuthorship W31377030A5052098157 @default.
- W31377030 hasAuthorship W31377030A5075986462 @default.
- W31377030 hasConcept C105795698 @default.
- W31377030 hasConcept C106189395 @default.
- W31377030 hasConcept C126255220 @default.
- W31377030 hasConcept C134306372 @default.
- W31377030 hasConcept C154945302 @default.
- W31377030 hasConcept C159886148 @default.
- W31377030 hasConcept C177264268 @default.
- W31377030 hasConcept C17744445 @default.
- W31377030 hasConcept C182620335 @default.
- W31377030 hasConcept C199360897 @default.
- W31377030 hasConcept C199539241 @default.
- W31377030 hasConcept C22497172 @default.
- W31377030 hasConcept C2776359362 @default.
- W31377030 hasConcept C33923547 @default.
- W31377030 hasConcept C36503486 @default.
- W31377030 hasConcept C41008148 @default.
- W31377030 hasConcept C80444323 @default.
- W31377030 hasConcept C94625758 @default.
- W31377030 hasConceptScore W31377030C105795698 @default.
- W31377030 hasConceptScore W31377030C106189395 @default.
- W31377030 hasConceptScore W31377030C126255220 @default.
- W31377030 hasConceptScore W31377030C134306372 @default.
- W31377030 hasConceptScore W31377030C154945302 @default.
- W31377030 hasConceptScore W31377030C159886148 @default.
- W31377030 hasConceptScore W31377030C177264268 @default.
- W31377030 hasConceptScore W31377030C17744445 @default.
- W31377030 hasConceptScore W31377030C182620335 @default.
- W31377030 hasConceptScore W31377030C199360897 @default.
- W31377030 hasConceptScore W31377030C199539241 @default.
- W31377030 hasConceptScore W31377030C22497172 @default.
- W31377030 hasConceptScore W31377030C2776359362 @default.
- W31377030 hasConceptScore W31377030C33923547 @default.
- W31377030 hasConceptScore W31377030C36503486 @default.
- W31377030 hasConceptScore W31377030C41008148 @default.
- W31377030 hasConceptScore W31377030C80444323 @default.
- W31377030 hasConceptScore W31377030C94625758 @default.
- W31377030 hasLocation W313770301 @default.
- W31377030 hasOpenAccess W31377030 @default.
- W31377030 hasPrimaryLocation W313770301 @default.
- W31377030 hasRelatedWork W1511287081 @default.
- W31377030 hasRelatedWork W1536817645 @default.
- W31377030 hasRelatedWork W1603551967 @default.
- W31377030 hasRelatedWork W1983965365 @default.
- W31377030 hasRelatedWork W1992444409 @default.
- W31377030 hasRelatedWork W2061504687 @default.
- W31377030 hasRelatedWork W2106216543 @default.
- W31377030 hasRelatedWork W2127056581 @default.
- W31377030 hasRelatedWork W2131601510 @default.
- W31377030 hasRelatedWork W2169006000 @default.
- W31377030 hasRelatedWork W2484378471 @default.
- W31377030 hasRelatedWork W2575973928 @default.
- W31377030 hasRelatedWork W2581044847 @default.
- W31377030 hasRelatedWork W2810606128 @default.
- W31377030 hasRelatedWork W2896989282 @default.
- W31377030 hasRelatedWork W2919089852 @default.
- W31377030 hasRelatedWork W3105955411 @default.
- W31377030 hasRelatedWork W47587686 @default.
- W31377030 hasRelatedWork W64129406 @default.
- W31377030 hasRelatedWork W2186037879 @default.
- W31377030 isParatext "false" @default.
- W31377030 isRetracted "false" @default.
- W31377030 magId "31377030" @default.
- W31377030 workType "article" @default.