书目名称 | Handbook of Computational Statistics |
副标题 | Concepts and Methods |
编辑 | James E. Gentle,Wolfgang Karl Härdle,Yuichi Mori |
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概述 | Up-to-date coverage of the topic.First-rate authors contribute to the volume.The editors have been involved in this research area from the beginning and have all given substantial imput to its develop |
丛书名称 | Springer Handbooks of Computational Statistics |
图书封面 |  |
描述 | 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. Las |
出版日期 | Book 2012Latest edition |
关键词 | Bioinformatics; Computational Statistics; EM algorithm; Functional MRI; MCMC; Network Intrusion Detection |
版次 | 2 |
doi | https://doi.org/10.1007/978-3-642-21551-3 |
isbn_softcover | 978-3-662-51765-9 |
isbn_ebook | 978-3-642-21551-3Series ISSN 2197-9790 Series E-ISSN 2197-9804 |
issn_series | 2197-9790 |
copyright | Springer-Verlag Berlin Heidelberg 2012 |