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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/
Source Code:  https://github.com/cran/SemiPar
Dependencies: R
Related Software: R; gamair; fda (R); gss; WinBUGS; mgcv; GAMLSS; S-PLUS; KernSmooth; MEMSS; refund; ElemStatLearn; BayesX; BayesDA; nlme; lme4; PRMLT; Fahrmeir; GMRFLib; SAS
Cited in: 824 Documents

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.
2003
all top 5

Cited by 1,340 Authors

32 Wand, Matthew P.
29 Kneib, Thomas
26 Ruppert, David
24 Crăiniceanu, Ciprian-Mugur
23 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
10 Tutz, Gerhard E.
10 Wood, Simon N.
8 Eilers, Paul H. C.
8 Klein, Nadja
8 Li, Runze
8 Lian, Heng
8 Morris, Jeffrey S.
8 Scheipl, Fabian
7 Aydin, Dursun
7 Claeskens, Gerda
7 Fahrmeir, Ludwig
7 Lee, Thomas C. M.
7 Meyer, Mary C.
7 Staicu, Ana-Maria
7 Yoshida, Takuma
7 Yu, Yan
6 Aerts, Marc
6 Baladandayuthapani, Veerabhadran
6 Cao, Jiguo
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
5 Birch, Jeffrey B.
5 Breidt, F. Jay
5 Gertheiss, Jan
5 Gijbels, Irène
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 Goldsmith, Jeff
4 Heinzl, Felix
4 Jank, Wolfgang S.
4 Kohn, Robert J.
4 Li, Chin-Shang
4 Lin, Xihong
4 Luati, Alessandra
4 Proietti, Tommaso
4 Serban, Nicoleta
4 Stingo, Francesco Claudio
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 Di, Chongzhi
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
...and 1,240 more Authors
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Cited in 123 Serials

84 Computational Statistics and Data Analysis
60 Biometrics
40 Journal of the American Statistical Association
32 Statistical Modelling
29 The Annals of Applied Statistics
29 Statistics and Computing
28 Electronic Journal of Statistics
26 Journal of Applied Statistics
25 Journal of Statistical Computation and Simulation
23 Journal of Multivariate Analysis
22 Computational Statistics
20 Journal of Statistical Planning and Inference
18 The Annals of Statistics
18 Journal of Nonparametric Statistics
18 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
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8 Journal of Econometrics
8 Statistica Sinica
7 Statistics & Probability Letters
7 Journal of the Royal Statistical Society. Series C. Applied Statistics
7 Statistical Methods and Applications
7 Bayesian Analysis
6 Psychometrika
6 Annals of the Institute of Statistical Mathematics
6 Statistical Papers
6 Journal of Systems Science and Complexity
6 Journal of the Korean Statistical Society
5 Communications in Statistics. Theory and Methods
5 European Journal of Operational Research
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4 The American Statistician
4 Journal of Computational and Applied Mathematics
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3 Chapman & Hall/CRC Texts in Statistical Science Series
2 Applied Mathematics and Computation
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2 American Journal of Mathematical and Management Sciences
2 Acta Mathematicae Applicatae Sinica. English Series
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2 Journal of Machine Learning Research (JMLR)
2 Journal of Statistical Theory and Practice
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2 Use R!
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