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Practical robust estimators for the imprecise Dirichlet model

Hutter, Marcus

Description

Walley's imprecise Dirichlet model (IDM) for categorical i.i.d. data extends the classical Dirichlet model to a set of priors. It overcomes several fundamental problems which other approaches to uncertainty suffer from. Yet, to be useful in practice, one

dc.contributor.authorHutter, Marcus
dc.date.accessioned2015-12-08T22:19:48Z
dc.identifier.issn0888-613X
dc.identifier.urihttp://hdl.handle.net/1885/31715
dc.description.abstractWalley's imprecise Dirichlet model (IDM) for categorical i.i.d. data extends the classical Dirichlet model to a set of priors. It overcomes several fundamental problems which other approaches to uncertainty suffer from. Yet, to be useful in practice, one
dc.publisherElsevier
dc.rightsCopyright Information: © 2008 Elsevier Inc. http://www.sherpa.ac.uk/romeo/issn/0888-613X/..."Author's post-print on open access repository after an embargo period of between 12 months and 48 months" from SHERPA/RoMEO site (as at 26/08/15)
dc.sourceInternational Journal of Approximate Reasoning
dc.subjectKeywords: Approximate; Conservative; Credible interval estimates; Exact; Imprecise Dirichlet model; Mutual information; Robust; Entropy Approximate; Conservative; Credible interval estimates; Entropy; Exact; Imprecise Dirichlet model; Mutual information; Robust
dc.titlePractical robust estimators for the imprecise Dirichlet model
dc.typeJournal article
local.description.notesImported from ARIES
local.identifier.citationvolume50
dc.date.issued2009
local.identifier.absfor080109 - Pattern Recognition and Data Mining
local.identifier.ariespublicationu4708487xPUB85
local.type.statusPublished Version
local.contributor.affiliationHutter, Marcus, College of Engineering and Computer Science, ANU
local.description.embargo2037-12-31
local.bibliographicCitation.issue2
local.bibliographicCitation.startpage231
local.bibliographicCitation.lastpage242
local.identifier.doi10.1016/j.ijar.2008.03.020
dc.date.updated2016-02-24T11:20:52Z
local.identifier.scopusID2-s2.0-59849089699
local.identifier.thomsonID000264359500004
CollectionsANU Research Publications

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