Title:
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$\phi $PHI-divergences, sufficiency, Bayes sufficiency, and deficiency (English) |
Author:
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Liese, Friedrich |
Language:
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English |
Journal:
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Kybernetika |
ISSN:
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0023-5954 |
Volume:
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48 |
Issue:
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4 |
Year:
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2012 |
Pages:
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690-713 |
Summary lang:
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English |
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Category:
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math |
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Summary:
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The paper studies the relations between $\phi$-divergences and fundamental concepts of decision theory such as sufficiency, Bayes sufficiency, and LeCam's deficiency. A new and considerably simplified approach is given to the spectral representation of $\phi $-divergences already established in Österreicher and Feldman [28] under restrictive conditions and in Liese and Vajda [22], [23] in the general form. The simplification is achieved by a new integral representation of convex functions in terms of elementary convex functions which are strictly convex at one point only. Bayes sufficiency is characterized with the help of a binary model that consists of the joint distribution and the product of the marginal distributions of the observation and the parameter, respectively. LeCam's deficiency is expressed in terms of $\phi $-divergences where $\phi $ belongs to a class of convex functions whose curvature measures are finite and satisfy a normalization condition. (English) |
Keyword:
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divergences |
Keyword:
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sufficiency |
Keyword:
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Bayes sufficiency |
Keyword:
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deficiency |
MSC:
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62B05 |
MSC:
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62B10 |
MSC:
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62B15 |
MSC:
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62G10 |
idMR:
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MR3013395 |
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Date available:
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2012-11-10T22:03:23Z |
Last updated:
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2013-09-24 |
Stable URL:
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http://hdl.handle.net/10338.dmlcz/143056 |
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Reference:
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