KernSmooth swMATH ID: 4586 Software Authors: Wand, M.P.; Jones, M.C.; Brian Ripley Description: Kernel smoothing refers to a general methodology for recovery of the underlying structure in data sets without the imposition of a parametric model. The main goal of this book is to develop the reader’s intuition and mathematical skills required for a comprehensive understanding of kernel smoothing, and hence smoothing problems in general. To describe the principles, applications and analysis of kernel smoothers the authors concentrate on the simplest nonparametric curve estimation setting, namely density and regression estimation. Special attention is given to the problem of choosing the smoothing parameter.par For the study of the book only a basic knowledge of statistics, calculus and matrix algebra is assumed. In its role as an introductory text this book does make some sacrifices. It does not completely cover the vast amount of research in the field of kernel smoothing. But the bibliographical notes at the end of each chapter provide a comprehensive, up-to-date reference for those readers which are more familiar with the topic. Homepage: http://cran.r-project.org/web/packages/KernSmooth/ Source Code: https://github.com/cran/KernSmooth Dependencies: R (≥ 2.5.0), stats Keywords: bandwidth selection; density estimation; multivariate kernel estimation; kernel smoothing; curve estimation; regression estimation Related Software: R; pyuvdata; fda (R); SemiPar; SiZer; ks; UCI-ml; bootstrap; S-PLUS; sm; PRMLT; np; bootlib; ElemStatLearn; Matlab; ggplot2; MASS (R); rgl; wavethresh; ismev Cited in: 1,035 Documents Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year Kernel smoothing. Zbl 0854.62043Wand, M. P.; Jones, M. C. 1995 all top 5 Cited by 1,644 Authors 29 Hall, Peter Gavin 20 Wand, Matthew P. 18 Jones, Michael Chris 17 Hazelton, Martin L. 12 Bouzebda, Salim 12 Kakizawa, Yoshihide 12 Marron, James Stephen 11 Fan, Jianqing 10 Chacón, José E. 10 Dette, Holger 10 Gijbels, Irène 9 Linton, Oliver Bruce 9 Nielsen, Jens Perch 8 Cheng, Ming-Yen 8 Delaigle, Aurore 8 Duong, Tarn 8 Geenens, Gery 8 Kulczycki, Piotr 8 Naito, Kanta 8 Turlach, Berwin A. 7 Horová, Ivana 7 Igarashi, Gaku 7 Opsomer, Jean-Didier 7 Tenreiro, Carlos 7 Zhang, Jinting 7 Zhang, Wenyang 6 Cao, Ricardo 6 Crujeiras, Rosa María 6 de Uña-Álvarez, Jacobo 6 Guillen, Montserrat 6 Holmström, Lasse 6 Li, Degui 6 Luati, Alessandra 6 Munk, Axel 6 Neumeyer, Natalie 6 Park, Byeong Uk 6 Polansky, Alan M. 6 Slaoui, Yousri 6 van Es, Bert 5 Bolancé, Catalina 5 Braun, W. John 5 Davies, Patrick Laurie 5 Francisco-Fernandez, Mario 5 González-Manteiga, Wenceslao 5 Gugushvili, Shota 5 Karunamuni, Rohana J. 5 Kim, Choongrak 5 Kokonendji, Célestin Clotaire 5 Samawi, Hani M. 5 Spreij, Peter 5 Vieu, Philippe 5 Wu, Ximing 4 Ahmad, Ibrahim A. 4 Baddeley, Adrian John 4 Beran, Jan 4 Bouezmarni, Taoufik 4 Bowman, Adrian W. 4 Chaudhuri, Probal 4 Davies, Tilman M. 4 Härdle, Wolfgang Karl 4 He, Hua 4 He, Yulin 4 Hino, Hideitsu 4 Hjort, Nils Lid 4 Huang, Li-Shan 4 Lebanon, Guy 4 Lee, Thomas C. M. 4 Murata, Noboru 4 Ormerod, John T. 4 Peng, Liang 4 Poskitt, Donald Stephen 4 Ruppert, David 4 Tsybakov, Alexandre B. 4 Vogel, Robert L. 4 Wang, Yong 4 Yang, Lijian 4 Yu, Keming 4 Zhang, Riquan 4 Zhang, Xibin 4 Zhou, Yong 3 Abdous, Belkacem 3 Adjabi, Smail 3 Aerts, Marc 3 Aït-Sahalia, Yacine 3 Aliyari Ghassabeh, Youness 3 Aràndiga, Francesc 3 Bagkavos, Dimitrios 3 Botev, Zdravko I. 3 Cai, Zongwu 3 Carroll, Raymond James 3 Charytanowicz, Malgorzata 3 Chen, Jia 3 Chu, Chih-Kang 3 Comte, Fabienne 3 Cuevas, Antonio 3 Datta, Somnath 3 Deng, Wen-Shuenn 3 Di Marzio, Marco 3 Didi, Sultana 3 Erdogmus, Deniz ...and 1,544 more Authors all top 5 Cited in 223 Serials 91 Computational Statistics and Data Analysis 47 Journal of Statistical Planning and Inference 47 Statistics & Probability Letters 46 Journal of Multivariate Analysis 35 The Annals of Statistics 31 Journal of Nonparametric Statistics 31 Electronic Journal of Statistics 30 Journal of the American Statistical Association 23 Computational Statistics 23 Journal of Statistical Computation and Simulation 21 Communications in Statistics. 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Académie des Sciences, Paris ...and 123 more Serials all top 5 Cited in 37 Fields 927 Statistics (62-XX) 164 Numerical analysis (65-XX) 73 Probability theory and stochastic processes (60-XX) 65 Computer science (68-XX) 56 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 34 Information and communication theory, circuits (94-XX) 23 Biology and other natural sciences (92-XX) 17 Operations research, mathematical programming (90-XX) 17 Systems theory; control (93-XX) 10 Harmonic analysis on Euclidean spaces (42-XX) 7 Fluid mechanics (76-XX) 7 Geophysics (86-XX) 6 Mechanics of deformable solids (74-XX) 6 Astronomy and astrophysics (85-XX) 5 Dynamical systems and ergodic theory (37-XX) 4 Partial differential equations (35-XX) 4 Operator theory (47-XX) 4 Statistical mechanics, structure of matter (82-XX) 3 Measure and integration (28-XX) 3 Approximations and expansions (41-XX) 3 Calculus of variations and optimal control; optimization (49-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Ordinary differential equations (34-XX) 2 Integral transforms, operational calculus (44-XX) 2 Functional analysis (46-XX) 2 Manifolds and cell complexes (57-XX) 2 Global analysis, analysis on manifolds (58-XX) 2 Optics, electromagnetic theory (78-XX) 2 Quantum theory (81-XX) 1 Mathematical logic and foundations (03-XX) 1 Combinatorics (05-XX) 1 Real functions (26-XX) 1 Special functions (33-XX) 1 Abstract harmonic analysis (43-XX) 1 Geometry (51-XX) 1 Algebraic topology (55-XX) 1 Mathematics education (97-XX) Citations by Year