Almost sure testability of classes of densities

Mostra el registre complet Registre parcial de l'ítem

  • dc.contributor.author Devroye, Luc
  • dc.contributor.author Lugosi, Gábor
  • dc.contributor.other Universitat Pompeu Fabra. Departament d'Economia i Empresa
  • dc.date.accessioned 2020-05-25T09:26:49Z
  • dc.date.available 2020-05-25T09:26:49Z
  • dc.date.issued 1999-04-01
  • dc.date.modified 2020-05-25T09:18:04Z
  • dc.description.abstract Let a class $\F$ of densities be given. We draw an i.i.d.\ sample from a density $f$ which may or may not be in $\F$. After every $n$, one must make a guess whether $f \in \F$ or not. A class is almost surely testable if there exists such a testing sequence such that for any $f$, we make finitely many errors almost surely. In this paper, several results are given that allow one to decide whether a class is almost surely testable. For example, continuity and square integrability are not testable, but unimodality, log-concavity, and boundedness by a given constant are.
  • dc.format.mimetype application/pdf*
  • dc.identifier https://econ-papers.upf.edu/ca/paper.php?id=375
  • dc.identifier.citation Journal of Nonparametric Statistics, vol. 14, pp.675--698, 2002
  • dc.identifier.uri http://hdl.handle.net/10230/1024
  • dc.language.iso eng
  • dc.relation.ispartofseries Economics and Business Working Papers Series; 375
  • dc.rights L'accés als continguts d'aquest document queda condicionat a l'acceptació de les condicions d'ús establertes per la següent llicència Creative Commons
  • dc.rights.accessRights info:eu-repo/semantics/openAccess
  • dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/3.0/es/
  • dc.subject.keyword density estimation
  • dc.subject.keyword kernel estimate
  • dc.subject.keyword convergence
  • dc.subject.keyword testing
  • dc.subject.keyword asymptotic optimality
  • dc.subject.keyword minimax rate
  • dc.subject.keyword minimum distance estimation
  • dc.subject.keyword total boundedness
  • dc.subject.keyword Statistics, Econometrics and Quantitative Methods
  • dc.title Almost sure testability of classes of densities
  • dc.type info:eu-repo/semantics/workingPaper