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Solomonoff induction violates nicod?s criterion

dc.contributor.authorLeike, Jan
dc.contributor.authorHutter, Marcus
dc.coverage.spatialBanff, Canada
dc.date.accessioned2016-06-14T23:20:28Z
dc.date.createdOctober 4-6, 2015
dc.date.issued2015
dc.date.updated2016-06-14T08:49:28Z
dc.description.abstractNicod’s criterion states that observing a black raven is evidence for the hypothesis H that all ravens are black. We show that Solomonoff induction does not satisfy Nicod’s criterion: there are time steps in which observing black ravens decreases the belief in H. Moreover, while observing any computable infinite string compatible with H, the belief in H decreases infinitely often when using the unnormalized Solomonoff prior, but only finitely often when using the normalized Solomonoff prior. We argue that the fault is not with Solomonoff induction; instead we should reject Nicod’s criterion.
dc.identifier.isbn9783319244853
dc.identifier.urihttp://hdl.handle.net/1885/103400
dc.publisherSpringer International Publishing Switzerland
dc.relation.ispartofseries26th International Conference on Algorithmic Learning Theory, ALT 2015
dc.rightsAuthor/s retain copyrighten_AU
dc.sourceLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
dc.titleSolomonoff induction violates nicod?s criterion
dc.typeConference paper
dcterms.accessRightsOpen Accessen_AU
local.bibliographicCitation.lastpage363
local.bibliographicCitation.startpage349
local.contributor.affiliationLeike, Jan, College of Engineering and Computer Science, ANU
local.contributor.affiliationHutter, Marcus, College of Engineering and Computer Science, ANU
local.contributor.authoruidLeike, Jan, u5485774
local.contributor.authoruidHutter, Marcus, u4350841
local.description.notesImported from ARIES
local.description.refereedYes
local.identifier.absfor080199 - Artificial Intelligence and Image Processing not elsewhere classified
local.identifier.absfor220399 - Philosophy not elsewhere classified
local.identifier.absseo970108 - Expanding Knowledge in the Information and Computing Sciences
local.identifier.absseo970122 - Expanding Knowledge in Philosophy and Religious Studies
local.identifier.ariespublicationU3488905xPUB6794
local.identifier.doi10.1007/978-3-319-24486-0_23
local.identifier.scopusID2-s2.0-84945950008
local.type.statusPublished Version

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