Solomonoff induction violates nicod?s criterion
| dc.contributor.author | Leike, Jan | |
| dc.contributor.author | Hutter, Marcus | |
| dc.coverage.spatial | Banff, Canada | |
| dc.date.accessioned | 2016-06-14T23:20:28Z | |
| dc.date.created | October 4-6, 2015 | |
| dc.date.issued | 2015 | |
| dc.date.updated | 2016-06-14T08:49:28Z | |
| dc.description.abstract | Nicod’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.isbn | 9783319244853 | |
| dc.identifier.uri | http://hdl.handle.net/1885/103400 | |
| dc.publisher | Springer International Publishing Switzerland | |
| dc.relation.ispartofseries | 26th International Conference on Algorithmic Learning Theory, ALT 2015 | |
| dc.rights | Author/s retain copyright | en_AU |
| dc.source | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | |
| dc.title | Solomonoff induction violates nicod?s criterion | |
| dc.type | Conference paper | |
| dcterms.accessRights | Open Access | en_AU |
| local.bibliographicCitation.lastpage | 363 | |
| local.bibliographicCitation.startpage | 349 | |
| local.contributor.affiliation | Leike, Jan, College of Engineering and Computer Science, ANU | |
| local.contributor.affiliation | Hutter, Marcus, College of Engineering and Computer Science, ANU | |
| local.contributor.authoruid | Leike, Jan, u5485774 | |
| local.contributor.authoruid | Hutter, Marcus, u4350841 | |
| local.description.notes | Imported from ARIES | |
| local.description.refereed | Yes | |
| local.identifier.absfor | 080199 - Artificial Intelligence and Image Processing not elsewhere classified | |
| local.identifier.absfor | 220399 - Philosophy not elsewhere classified | |
| local.identifier.absseo | 970108 - Expanding Knowledge in the Information and Computing Sciences | |
| local.identifier.absseo | 970122 - Expanding Knowledge in Philosophy and Religious Studies | |
| local.identifier.ariespublication | U3488905xPUB6794 | |
| local.identifier.doi | 10.1007/978-3-319-24486-0_23 | |
| local.identifier.scopusID | 2-s2.0-84945950008 | |
| local.type.status | Published Version |
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