Mathematical Statistics: Basic Ideas and Selected Topics, Volume II: 119 (Chapman & Hall/CRC Texts in Statistical Science) - Image 1

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CRC Press Mathematical Statistics: Basic Ideas and Selected Topics, Volume II: 119 (Chapman & Hall/CRC Texts in Statistical Science)

Name: Mathematical Statistics: Basic Ideas and Selected Topics, Volume II: 119 (Chapman & Hall/CRC Texts in Statistical Science)
Brand: CRC Press
Price: 88.61 GBP
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Description

Mathematical Statistics: Basic Ideas and Selected Topics, Volume II presents important statistical concepts, methods, and tools not covered in the authors’ previous volume. This second volume focuses on inference in non- and semiparametric models. It not only reexamines the procedures introduced in the first volume from a more sophisticated point of view but also addresses new problems originating from the analysis of estimation of functions and other complex decision procedures and large-scale data analysis. The book covers asymptotic efficiency in semiparametric models from the Le Cam and Fisherian points of view as well as some finite sample size optimality criteria based on Lehmann–Scheffé theory. It develops the theory of semiparametric maximum likelihood estimation with applications to areas such as survival analysis. It also discusses methods of inference based on sieve models and asymptotic testing theory. The remainder of the book is devoted to model and variable selection, Monte Carlo methods, nonparametric curve estimation, and prediction, classification, and machine learning topics. The necessary background material is included in an appendix. Using the tools and methods developed in this textbook, students will be ready for advanced research in modern statistics. Numerous examples illustrate statistical modeling and inference concepts while end-of-chapter problems reinforce elementary concepts and introduce important new topics. As in Volume I, measure theory is not required for understanding. The solutions to exercises for Volume II are included in the back of the book. Check out Volume I for fundamental, classical statistical concepts leading to the material in this volume.

Key Features

Mathematical Statistics: Basic Ideas And Selected Topics, Volume Ii: 119 Chapman Hall Crc Texts In Statistical Science

Product Type: Abis Book

Brand: Crc Press

Product Specifications

Brand: CRC Press
Format: Hardcover
ASIN: 1498722687
Category: Books > Subjects > Computing & Internet > Databases > Data Storage & Management > Data Mining
Domain: Amazon UK
Release Date: 04 January 2016
Listed Since: 15 April 2015

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CRC Press Mathematical Statistics: Basic Ideas and Selected Topics, Volume II: 119 (Chapman & Hall/CRC Texts in Statistical Science)

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