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Principles of Solomonoff Induction and AIXI

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dc.contributor.authorSunehag, Peter
dc.contributor.authorHutter, Marcus
dc.date.accessioned2015-08-20T00:02:37Z
dc.date.available2015-08-20T00:02:37Z
dc.date.issued2011-11
dc.description.abstractWe identify principles characterizing Solomonoff Induction by demands on an agent’s external behaviour. Key concepts are rationality, computability, indifference and time consistency. Furthermore, we discuss extensions to the full AI case to derive AIXI.en_AU
dc.identifier.isbn978-3-642-44957-4en_AU
dc.identifier.issn0302-9743en_AU
dc.identifier.urihttp://hdl.handle.net/1885/14808
dc.publisherSpringer Verlagen_AU
dc.relationhttp://purl.org/au-research/grants/arc/DP0988049en_AU
dc.relation.ispartofAlgorithmic probability and friends : Bayesian prediction and artificial intelligence, papers from the Ray Solomonoff 85th memorial conference, Melbourne, Vic, Australia, November 30 - December 2, 2011en_AU
dc.rights© Springer-Verlag Berlin Heidelberg 2013. http://www.sherpa.ac.uk/romeo/issn/0302-9743/..."Author's post-print on any open access repository after 12 months after publication" from SHERPA/RoMEO site (as at 20/08/15)en_AU
dc.subjectcomputabilityen_AU
dc.subjectrepresentationen_AU
dc.subjectrationalityen_AU
dc.subjectSolomonoff inductionen_AU
dc.titlePrinciples of Solomonoff Induction and AIXIen_AU
dc.typeConference paperen_AU
local.bibliographicCitation.lastpage398en_AU
local.bibliographicCitation.startpage386en_AU
local.contributor.affiliationSunehag, P., Research School of Computer Science, The Australian National Universityen_AU
local.contributor.affiliationHutter, M., Research School of Computer Science, The Australian National Universityen_AU
local.contributor.authoruidu4753099en_AU
local.identifier.citationvolume7070en_AU
local.identifier.doi10.1007/978-3-642-44958-1_30en_AU
local.type.statusAccepted Versionen_AU

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