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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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Lenguaje: | eng |
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CERN
2011
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Acceso en línea: | https://dx.doi.org/10.5170/CERN-2011-006.229 http://cds.cern.ch/record/2203256 |
_version_ | 1780951361748205568 |
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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 |
record_format | invenio |
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 AT panaretosvictorm statisticiansviewondeconvolutionandunfolding |