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|a Rissanen, Jorma,
|e author.
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|a Optimal estimation of parameters /
|c Jorma Rissanen, Tampere University of Technology, Helsinki Institute for Information Technology.
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|a Cambridge :
|b Cambridge University Press,
|c 2012.
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|a "This book presents a comprehensive and consistent theory of estimation. The framework described leads naturally to a generalized maximum capacity estimator. This approach allows the optimal estimation of real-valued parameters, their number and intervals, as well as providing common ground for explaining the power of these estimators. Beginning with a review of coding and the key properties of information, the author goes on to discuss the techniques of estimation and develops the generalized maximum capacity estimator, based on a new form of Shannon's mutual information and channel capacity. Applications of this powerful technique in hypothesis testing and denoising are described in detail. Offering an original and thought-provoking perspective on estimation theory, Jorma Rissanen's book is of interest to graduate students and researchers in the fields of information theory, probability and statistics, econometrics and finance"--
|c Provided by publisher
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|a Cover; OPTIMAL ESTIMATION OF PARAMETERS; Title; Copyright; Contents; Preface; 1: Introduction; Part I: Coding and information; 2: Basics of coding; 2.1 Coding and probability; 2.2 Coding and entropy; 2.3 Huffman's code; 2.4 Codes as number representations; 2.4.1 Arithmetic codes; 3: Basics of information; 3.1 Main definitions; 3.2 Mutual information; 3.2.1 Expected mutual information; 3.2.2 Maximum estimation information; Part II: Estimation; 4: Modeling problems; 4.1 Models; 4.2 General comments on estimation; 4.3 Maximum capacity; 4.4 Necessary conditions for optimality.
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|a Print version record.
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|a eBooks on EBSCOhost
|b EBSCO eBook Subscription Academic Collection - Worldwide
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|a Estimation theory.
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|a Théorie de l'estimation.
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650 |
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|a MATHEMATICS
|x Probability & Statistics
|x General.
|2 bisacsh
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650 |
|
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|a Estimation theory
|2 fast
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776 |
0 |
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|i Print version:
|a Rissanen, Jorma.
|t Optimal estimation of parameters.
|d Cambridge : Cambridge University Press, 2012
|z 9781107004740
|w (DLC) 2012007503
|w (OCoLC)779244870
|
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