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/
Source Code:  https://github.com/cran/SemiPar
Dependencies: R
Related Software: R; gamair; fda (R); gss; WinBUGS; GAMLSS; mgcv; S-PLUS; KernSmooth; refund; BayesX; MEMSS; ElemStatLearn; BayesDA; nlme; PRMLT; Fahrmeir; SAS; GMRFLib; lme4
Cited in: 780 Publications

Standard Articles

1 Publication describing the Software, including 1 Publication in zbMATH Year
Semiparametric regression. Zbl 1038.62042
Ruppert, David; Wand, M. P.; Carroll, R. J.
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Cited by 1,249 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.
11 Liang, Hua
10 Durban, Maria
10 Radice, Rosalba
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 Goldsmith, Jeff
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 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 1,149 more Authors
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Cited 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
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3 Journal of Computational and Applied Mathematics
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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
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1 Lithuanian Mathematical Journal
1 Metrika
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1 Numerical Functional Analysis and Optimization
1 SIAM Journal on Control and Optimization
1 Journal of the Japan Statistical Society
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1 SIAM Journal on Optimization
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1 Applicationes Mathematicae
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1 Acta Mathematica Sinica. English Series
1 Methodology and Computing in Applied Probability
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1 AStA. Allgemeines Statistisches Archiv
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