SemiPar swMATH ID: 7116 Software Authors: Matt Wand; Ruppert, David; Carroll, R. J. Description: R package SemiPar: Semiparametic Regression. The primary aim of this book is to guide researchers needing to flexibly incorporate nonlinear relations into their regression analyses. Almost all existing regression texts treat either parametric or nonparametric regression exclusively. In this book the authors argue that nonparametric regression can be viewed as a relatively simple extension of parametric regression and treat the two together. They refer to this combination as semiparametric regression. The approach to semiparametric regression is based on penalized regression splines and mixed models. Every model in this book is a special case of the linear mixed model or its generalized counterpart. This book is very much problem-driven. Examples from their collaborative research have driven the selection of material and emphases and are used throughout the book. The book is suitable for several audiences. One audience consists of students or working scientists with only a moderate background in regression, though familiarity with matrix and linear algebra is assumed. Another audience that they are aiming at consists of statistically oriented scientists who have a good working knowledge of linear models and the desire to begin using more flexible semiparametric models. There is enough new material to be of interest even to experts on smoothing, and they are a third possible audience. This book consists of 19 chapters and 3 appendixes. Homepage: http://cran.r-project.org/web/packages/SemiPar/ Dependencies: R Related Software: R; gamair; fda (R); WinBUGS; gss; GAMLSS; mgcv; S-PLUS; KernSmooth; refund; BayesX; MEMSS; ElemStatLearn; BayesDA; nlme; PRMLT; Fahrmeir; SAS; GMRFLib; lme4 Referenced in: 780 Publications Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year Semiparametric regression. Zbl 1038.62042Ruppert, David; Wand, M. P.; Carroll, R. J. 2003 all top 5 Referenced by 1,237 Authors 31 Wand, Matthew P. 29 Kneib, Thomas 26 Ruppert, David 24 Crăiniceanu, Ciprian-Mugur 24 Kauermann, Goran 21 Carroll, Raymond James 14 Coull, Brent A. 14 Marra, Giampiero 12 Greven, Sonja 11 Lang, Stefan M. 10 Durban, Maria 10 Radice, Rosalba 9 Liang, Hua 9 Wood, Simon N. 8 Eilers, Paul H. C. 8 Klein, Nadja 8 Li, Runze 8 Lian, Heng 8 Morris, Jeffrey S. 8 Scheipl, Fabian 8 Tutz, Gerhard E. 7 Aydin, Dursun 7 Fahrmeir, Ludwig 7 Lee, Thomas C. M. 7 Meyer, Mary C. 7 Staicu, Ana-Maria 7 Yu, Yan 6 Aerts, Marc 6 Baladandayuthapani, Veerabhadran 6 Claeskens, Gerda 6 Ivanescu, Andrada E. 6 Krivobokova, Tatyana 6 Lee, Dae-Jin 6 Maity, Arnab Kumar 6 Nott, David John 6 Ormerod, John T. 6 Paciorek, Christopher J. 6 Tang, Niansheng 6 Yoshida, Takuma 5 Birch, Jeffrey B. 5 Breidt, F. Jay 5 Cao, Jiguo 5 Gertheiss, Jan 5 Harezlak, Jaroslaw 5 Hooker, Giles 5 Huang, Jianhua Z. 5 Kim, Inyoung 5 Li, Yehua 5 Little, Roderick J. A. 5 Opsomer, Jean-Didier 5 Ranalli, Maria Giovanna 5 Reiss, Philip T. 5 Salvati, Nicola 5 Schellhase, Christian 5 Staudenmayer, John 5 Umlauf, Nikolaus 5 Yilmaz, Ersin 5 Zhang, Jinting 4 Akdeniz, Fikri 4 Brunel, Nicolas J-B. 4 Chen, Huaihou 4 Choudhary, Pankaj K. 4 Clairon, Quentin 4 Faes, Christel 4 Gijbels, Irène 4 Heinzl, Felix 4 Jank, Wolfgang S. 4 Kohn, Robert J. 4 Lin, Xihong 4 Luati, Alessandra 4 Proietti, Tommaso 4 Serban, Nicoleta 4 Wang, Haonan 4 Xiao, Luo 4 Zhang, Daowen 4 Zhang, Hao Helen 4 Zhou, Lan 3 Akdeniz Duran, Esra 3 Bocci, Chiara 3 Cai, Bo 3 Carlin, Bradley P. 3 Chambers, Ray 3 Chandra, Hukum 3 Cheng, Guang 3 Congdon, Peter D. 3 Cui, Hengjian 3 Currie, Iain D. 3 Dean, Charmaine B. 3 Ding, Jianhua 3 Duan, Xingde 3 Fan, Jianqing 3 Ferreira, Guillermo P. 3 Goldsmith, Jeff 3 Härdle, Wolfgang Karl 3 Hobbs, Brian P. 3 Holan, Scott H. 3 Hu, Tao 3 Huggins, Richard M. 3 Jiang, Yunlu 3 Küchenhoff, Helmut ...and 1,137 more Authors all top 5 Referenced in 120 Serials 83 Computational Statistics and Data Analysis 55 Biometrics 37 Journal of the American Statistical Association 32 Statistical Modelling 28 Electronic Journal of Statistics 27 Statistics and Computing 26 The Annals of Applied Statistics 25 Journal of Applied Statistics 23 Journal of Statistical Computation and Simulation 22 Journal of Multivariate Analysis 21 Computational Statistics 20 Journal of Statistical Planning and Inference 17 The Annals of Statistics 17 Journal of Nonparametric Statistics 16 Australian & New Zealand Journal of Statistics 14 Journal of the Royal Statistical Society. Series B. Statistical Methodology 14 Journal of Agricultural, Biological, and Environmental Statistics 12 Scandinavian Journal of Statistics 12 Biometrika 12 Communications in Statistics. Simulation and Computation 11 AStA. Advances in Statistical Analysis 11 Journal of Computational and Graphical Statistics 9 Biometrical Journal 9 Statistical Science 8 The Canadian Journal of Statistics 8 Journal of Econometrics 8 Statistica Sinica 7 Statistics & Probability Letters 7 Test 7 Journal of the Royal Statistical Society. Series C. Applied Statistics 7 Bayesian Analysis 6 Annals of the Institute of Statistical Mathematics 6 Statistical Papers 6 Statistical Methods and Applications 6 Journal of the Korean Statistical Society 5 European Journal of Operational Research 5 Biostatistics 5 Journal of Systems Science and Complexity 4 Psychometrika 4 Communications in Statistics. Theory and Methods 3 The American Statistician 3 Mathematical Biosciences 3 Journal of Computational and Applied Mathematics 3 Bernoulli 3 Revista Investigación Operacional 3 Statistical Applications in Genetics and Molecular Biology 3 Statistical Methods in Medical Research 3 Statistical Methodology 3 Monographs on Statistics and Applied Probability 3 Chapman & Hall/CRC Texts in Statistical Science Series 2 Applied Mathematics and Computation 2 Automatica 2 Metron 2 Insurance Mathematics & Economics 2 American Journal of Mathematical and Management Sciences 2 Acta Mathematicae Applicatae Sinica. English Series 2 Statistical Inference for Stochastic Processes 2 Econometric Theory 2 Brazilian Journal of Probability and Statistics 2 Journal of Machine Learning Research (JMLR) 2 Journal of Statistical Theory and Practice 2 Statistics and Its Interface 2 Science China. Mathematics 2 Dependence Modeling 2 Use R! 1 Computer Methods in Applied Mechanics and Engineering 1 International Journal of Control 1 International Journal of General Systems 1 Lithuanian Mathematical Journal 1 Metrika 1 Econometrica 1 Metroeconomica 1 Numerical Functional Analysis and Optimization 1 SIAM Journal on Control and Optimization 1 Journal of the Japan Statistical Society 1 Journal of Classification 1 Statistics 1 Optimization 1 Econometric Reviews 1 Journal of Economic Dynamics & Control 1 Mathematical and Computer Modelling 1 Machine Learning 1 Journal of Global Optimization 1 Annals of Physics 1 Applied Mathematical Modelling 1 Linear Algebra and its Applications 1 Pattern Recognition 1 SIAM Journal on Optimization 1 Computational Economics 1 SIAM Journal on Scientific Computing 1 Applicationes Mathematicae 1 Computational and Applied Mathematics 1 Mathematical Problems in Engineering 1 Far East Journal of Theoretical Statistics 1 The Econometrics Journal 1 Extremes 1 Acta Mathematica Sinica. English Series 1 Methodology and Computing in Applied Probability 1 Applied Stochastic Models in Business and Industry 1 AStA. Allgemeines Statistisches Archiv ...and 20 more Serials all top 5 Referenced in 22 Fields 747 Statistics (62-XX) 204 Numerical analysis (65-XX) 43 Biology and other natural sciences (92-XX) 24 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 20 Probability theory and stochastic processes (60-XX) 15 Operations research, mathematical programming (90-XX) 12 Geophysics (86-XX) 10 Computer science (68-XX) 8 Systems theory; control (93-XX) 6 Approximations and expansions (41-XX) 5 Harmonic analysis on Euclidean spaces (42-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Ordinary differential equations (34-XX) 2 Relativity and gravitational theory (83-XX) 1 Combinatorics (05-XX) 1 Partial differential equations (35-XX) 1 Functional analysis (46-XX) 1 Operator theory (47-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Optics, electromagnetic theory (78-XX) 1 Astronomy and astrophysics (85-XX) 1 Information and communication theory, circuits (94-XX) Referencing Publications by Year