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f-divergences: Sufficiency, deficiency and testing of hypotheses

Typ:
Part of monograph
Authors:
Vajda I., Liese F.
Monograph editors:
Barnett N. ,Dragomir S. ,
Name of monograph:
Advances in Inequalities from Probability Theory and Statist
Publisher:
Nova Publishers
Serie:
Toronto
Year:
2009
ISBN:
1-60021-943-8
Keywords:
divergence, sufficiency, testing errors, information gain,
Anotation:
f-divergences are studied for general probability measures and general convex functions f. Their representation by means of information gains is established and used to derive some new properties, and also to derive in a new manner some known properties. Statistical sufficiency and deficiency in the problem of testing hypotheses is characterized by means of f-divergences and the rate of convergence of the testing errors for increasing sigma-algebras is evaluated in some important cases.
 
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