000 04762cam a2200553 i 4500
001 895388667
003 OCoLC
005 20250131152810.0
006 m o d
007 cr |||||||||||
008 141113s2014 nju ob 001 0 eng
019 _a909814499
_a927508506
020 _a9781118575536
_q(ePub)
020 _a1118575539
_q(ePub)
020 _a9781118575482
_q(Adobe PDF)
020 _a1118575482
_q(Adobe PDF)
020 _a9781118575574
020 _a1118575571
020 _z9780471697558
_q(cloth)
028 0 1 _aEB00607363
_bRecorded Books
035 _a(OCoLC)895388667
_z(OCoLC)909814499
_z(OCoLC)927508506
040 _aDLC
_beng
_erda
_epn
_cDLC
_dOCLCF
_dN$T
_dDG1
_dRECBK
_dOCLCQ
_dEBLCP
042 _apcc
050 0 0 _aQA276.8
072 7 _aMAT
_x003000
_2bisacsh
072 7 _aMAT
_x029000
_2bisacsh
100 1 _aScott, David W.,
_d1950-
_0http://id.loc.gov/authorities/names/n91118805
245 1 0 _aMultivariate density estimation :
_btheory, practice, and visualization /
_cDavid W. Scott
250 _aSecond edition
264 1 _aHoboken, New Jersey :
_bWiley,
_c[2014]
300 _a1 online resource
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
490 1 _aWiley series in probability and statistics
504 _aIncludes bibliographical references and index
506 _aAvailable to OhioLINK libraries
520 _aClarifies modern data analysis through nonparametric density estimation for a complete working knowledge of the theory and methods Featuring a thoroughly revised presentation, Multivariate Density Estimation: Theory, Practice, and Visualization, Second Edition maintains an intuitive approach to the underlying methodology and supporting theory of density estimation. Including new material and updated research in each chapter, the Second Edition presents additional clarification of theoretical opportunities, new algorithms, and up-to-date coverage of the unique challenges presented in the field of data analysis. The new edition focuses on the various density estimation techniques and methods that can be used in the field of big data. Defining optimal nonparametric estimators, the Second Edition demonstrates the density estimation tools to use when dealing with various multivariate structures in univariate, bivariate, trivariate, and quadrivariate data analysis. Continuing to illustrate the major concepts in the context of the classical histogram, Multivariate Density Estimation: Theory, Practice, and Visualization, Second Edition also features: -Over 150 updated figures to clarify theoretical results and to show analyses of real data sets -An updated presentation of graphic visualization using computer software such as R -A clear discussion of selections of important research during the past decade, including mixture estimation, robust parametric modeling algorithms, and clustering -More than 130 problems to help readers reinforce the main concepts and ideas presented -Boxed theorems and results allowing easy identification of crucial ideas -Figures in color in the digital versions of the book -A website with related data sets Multivariate Density Estimation: Theory, Practice, and Visualization, Second Edition is an ideal reference for theoretical and applied statisticians, practicing engineers, as well as readers interested in the theoretical aspects of nonparametric estimation and the application of these methods to multivariate data. The Second Edition is also useful as a textbook for introductory courses in kernel statistics, smoothing, advanced computational statistics, and general forms of statistical distributions
650 0 _aEstimation theory.
_0http://id.loc.gov/authorities/subjects/sh85044957
_92404
650 0 _aMultivariate analysis.
_0http://id.loc.gov/authorities/subjects/sh85088390
_9316
655 4 _aElectronic books
_92032
710 2 _aOhio Library and Information Network.
_0http://id.loc.gov/authorities/names/no95058981
776 0 8 _iPrint version:
_aScott, David W., 1950-
_tMultivariate density estimation.
_bSecond edition.
_dHoboken, New Jersey : John Wiley & Sons, Inc., [2014]
_z9780471697558
_w(DLC) 2014043897
830 0 _aWiley series in probability and statistics.
_0http://id.loc.gov/authorities/names/n98048834
856 4 0 _3OhioLINK
_zConnect to resource
_uhttps://rave.ohiolink.edu/ebooks/ebc2/9781118575574
856 4 0 _3Wiley Online Library
_zConnect to resource
_uhttps://onlinelibrary.wiley.com/doi/book/10.1002/9781118575574
856 4 0 _3Wiley Online Library
_zConnect to resource (off-campus)
_uhttps://go.ohiolink.edu/goto?url=https://onlinelibrary.wiley.com/doi/book/10.1002/9781118575574
999 _c200463866
_d82078