Support and Quantile Tubes

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dc.creatorPelckmans, Kristiaan
dc.creatorDe Brabanter, Jos
dc.creatorSuykens, Johan A. K.
dc.creatorDe Moor, Bart
dc.date2007-03-12
dc.date.accessioned2026-07-07T08:17:07Z
dc.date.available2026-07-07T08:17:07Z
dc.descriptionThis correspondence studies an estimator of the conditional support of a distribution underlying a set of i.i.d. observations. The relation with mutual information is shown via an extension of Fano's theorem in combination with a generalization bound based on a compression argument. Extensions to estimating the conditional quantile interval, and statistical guarantees on the minimal convex hull are given.
dc.identifierhttps://arxiv.org/abs/cs/0703055
dc.identifierhttp://arxiv.org/abs/cs/0703055
dc.identifier.urihttp://salesiana.dossiersoluciones.com/handle/123456789/134018
dc.subjectInformation Theory
dc.subjectMachine Learning
dc.titleSupport and Quantile Tubes
dc.typetext

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