About: Consistency of phi-Divergence Errors of Barron Density Estimates     Goto   Sponge   NotDistinct   Permalink

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  • In this contribution we are interested in the asymptotic properties of the Barron estimator if its error is measured by f-divergences with the true density for a general class of functions f. In quantized models leading to reduced f-divergences we prove the consistency of this estimator in the reduced f-divergence and in the expected reduced f-divergence. Further, we formulate conditions under which it is possible to extend the obtained results also to the original non-quantized models. Our conditions and results are then compared with those of Berlinet et al. (1998).
  • In this contribution we are interested in the asymptotic properties of the Barron estimator if its error is measured by f-divergences with the true density for a general class of functions f. In quantized models leading to reduced f-divergences we prove the consistency of this estimator in the reduced f-divergence and in the expected reduced f-divergence. Further, we formulate conditions under which it is possible to extend the obtained results also to the original non-quantized models. Our conditions and results are then compared with those of Berlinet et al. (1998). (en)
Title
  • Consistency of phi-Divergence Errors of Barron Density Estimates
  • Consistency of phi-Divergence Errors of Barron Density Estimates (en)
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  • Consistency of phi-Divergence Errors of Barron Density Estimates
  • Consistency of phi-Divergence Errors of Barron Density Estimates (en)
skos:notation
  • RIV/68407700:21340/05:00117065!RIV13-MSM-21340___
http://linked.open...avai/riv/aktivita
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  • Z(MSM 210000018)
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  • 516227
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  • RIV/68407700:21340/05:00117065
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  • Histogram estimate; Barron density estimate; divergences; consistency (en)
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http://linked.open...ontrolniKodProRIV
  • [F0271BE322BD]
http://linked.open...v/mistoKonaniAkce
  • Izola-Simon zaliv
http://linked.open...i/riv/mistoVydani
  • Ljubjana
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  • Proceedings of the 6th International PhD Workshop on Systems and Control a Yang Generation Viewpoint
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http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Hobza, Tomáš
http://linked.open...vavai/riv/typAkce
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http://linked.open...n/vavai/riv/zamer
number of pages
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  • Jozef Stefan Institute
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  • 961-6303-74-0
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  • 21340
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