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A Statistician’s View on Deconvolution and Unfolding

We briefly review some of the basic features of unfolding problems from the point of view of the statistician. To illustrate these, we mostly concentrate on the particular instance of unfolding called deconvolution. We discuss the issue of ill-posedness, the bias-variance trade-off, and regularisati...

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Detalles Bibliográficos
Autor principal: Panaretos, Victor M
Lenguaje:eng
Publicado: CERN 2011
Materias:
Acceso en línea:https://dx.doi.org/10.5170/CERN-2011-006.229
http://cds.cern.ch/record/2203256
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author Panaretos, Victor M
author_facet Panaretos, Victor M
author_sort Panaretos, Victor M
collection CERN
description We briefly review some of the basic features of unfolding problems from the point of view of the statistician. To illustrate these, we mostly concentrate on the particular instance of unfolding called deconvolution. We discuss the issue of ill-posedness, the bias-variance trade-off, and regularisation tuning, placing emphasis on the important class of kernel density estimators. We also briefly consider basic aspects of the more general unfolding problem and men- tion some of the points that where raised during the discussion session of the unfolding workshop.
id oai-inspirehep.net-1478291
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2011
publisher CERN
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spelling oai-inspirehep.net-14782912019-09-30T06:29:59Zdoi:10.5170/CERN-2011-006.229http://cds.cern.ch/record/2203256engPanaretos, Victor MA Statistician’s View on Deconvolution and UnfoldingParticle Physics - ExperimentDetectors and Experimental TechniquesWe briefly review some of the basic features of unfolding problems from the point of view of the statistician. To illustrate these, we mostly concentrate on the particular instance of unfolding called deconvolution. We discuss the issue of ill-posedness, the bias-variance trade-off, and regularisation tuning, placing emphasis on the important class of kernel density estimators. We also briefly consider basic aspects of the more general unfolding problem and men- tion some of the points that where raised during the discussion session of the unfolding workshop.CERNoai:inspirehep.net:14782912011
spellingShingle Particle Physics - Experiment
Detectors and Experimental Techniques
Panaretos, Victor M
A Statistician’s View on Deconvolution and Unfolding
title A Statistician’s View on Deconvolution and Unfolding
title_full A Statistician’s View on Deconvolution and Unfolding
title_fullStr A Statistician’s View on Deconvolution and Unfolding
title_full_unstemmed A Statistician’s View on Deconvolution and Unfolding
title_short A Statistician’s View on Deconvolution and Unfolding
title_sort statistician’s view on deconvolution and unfolding
topic Particle Physics - Experiment
Detectors and Experimental Techniques
url https://dx.doi.org/10.5170/CERN-2011-006.229
http://cds.cern.ch/record/2203256
work_keys_str_mv AT panaretosvictorm astatisticiansviewondeconvolutionandunfolding
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