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Item Details
Title: HANDBOOK OF COMPUTATIONAL STATISTICS
CONCEPTS AND METHODS
By: James E. Gentle (Editor), Wolfgang Karl Hardle (Editor), Yuichi Mori (Editor)
Format: Paperback

List price: £219.99


We currently do not stock this item, please contact the publisher directly for further information.

ISBN 10: 3662517655
ISBN 13: 9783662517659
Publisher: SPRINGER-VERLAG BERLIN AND HEIDELBERG GMBH & CO. KG
Pub. date: 15 May, 2016
Edition: Softcover reprint of the original 2nd ed. 2012
Series: Springer Handbooks of Computational Statistics
Pages: 1192
Description: In its revised, expanded 2nd edition, this book offers an overview of Computational Statistics, discusses topics in statistical computing, and includes selected applications in Bioinformatics, Medical Imaging, Finance, Econometrics and Network Intrusion Detection.
Synopsis: The Handbook of Computational Statistics - Concepts and Methods (second edition) is a revision of the first edition published in 2004, and contains additional comments and updated information on the existing chapters, as well as three new chapters addressing recent work in the field of computational statistics. This new edition is divided into 4 parts in the same way as the first edition. It begins with "How Computational Statistics became the backbone of modern data science" (Ch.1): an overview of the field of Computational Statistics, how it emerged as a separate discipline, and how its own development mirrored that of hardware and software, including a discussion of current active research. The second part (Chs. 2 - 15) presents several topics in the supporting field of statistical computing. Emphasis is placed on the need for fast and accurate numerical algorithms, and some of the basic methodologies for transformation, database handling, high-dimensional data and graphics treatment are discussed. The third part (Chs. 16 - 33) focuses on statistical methodology. Special attention is given to smoothing, iterative procedures, simulation and visualization of multivariate data. Lastly, a set of selected applications (Chs. 34 - 38) like Bioinformatics, Medical Imaging, Finance, Econometrics and Network Intrusion Detection highlight the usefulness of computational statistics in real-world applications.
Illustrations: 96 Illustrations, color; 201 Illustrations, black and white; XII, 1192 p.
Publication: Germany
Imprint: Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Returns: Returnable
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