03106nam 2200553 450 991067772770332120230303132815.01-119-26815-X1-119-26817-6(CKB)4330000000009823(MiAaPQ)EBC7105568(Au-PeEL)EBL7105568(OCoLC)1331413393(OCoLC-P)1331413393(CaSebORM)9781119268130(EXLCZ)99433000000000982320230303d2023 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierNonparametric statistics with applications to science and engineering with R /Paul Kvam, Brani Vidakovic and Seong-Joon KimSecond edition.Hoboken, New Jersey :Wiley,[2023]©20231 online resource (451 pages)Wiley series in probability and statistics1-119-26813-3 Includes bibliographical references and index."This book presents modern nonparametric statistics from a practical point of view. This new edition includes custom R functions implementing nonparametric methods to explain how to compute them and make them more comprehensible. Relevant built-in functions and packages on CRAN are also provided with a sample code. R codes in the new edition not only enable readers to perform nonparametric analysis easily, but also to visualize and explore data using R's powerful graphic systems, such as ggplot2 package and R base graphic system. Following an introduction and a discussion of the basics of probability, statistics, and Bayesian statistics, the book discusses order statistics, Kolmogorov-Smirnov test statistic, rank tests, and designed experiments. Next, categorical data, estimating distribution functions, and density estimation is examined. Least squares regression is covered, along with curve fitting techniques, wavelets, and bootstrap sampling. Other topics examined include EM algorithm, statistical learning, nonparametric Bayes, and WinBUGS. This book will be of interest to graduate students in engineering and the physical and mathematical sciences as well as researchers who need a more comprehensive, but succinct understanding of modern nonparametric statistical methods"--Provided by publisher.Wiley series in probability and statistics.Nonparametric statisticsScienceStatistical methodsEngineeringStatistical methodsNonparametric statistics.ScienceStatistical methods.EngineeringStatistical methods.519.5Kvam Paul H.1962-447854Vidakovic BraniKim Seong-Joon1984-MiAaPQMiAaPQMiAaPQBOOK9910677727703321Nonparametric statistics with applications to science and engineering with R3064399UNINA