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PMA

swMATH ID: 19126
Software Authors: Daniela Witten, Rob Tibshirani, Sam Gross, Balasubramanian Narasimhan
Description: R package PMA: Penalized Multivariate Analysis. Performs Penalized Multivariate Analysis: a penalized matrix decomposition, sparse principal components analysis, and sparse canonical correlation analysis, described in the following papers: (1) Witten, Tibshirani and Hastie (2009) A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis. Biostatistics 10(3):515-534. (2) Witten and Tibshirani (2009) Extensions of sparse canonical correlation analysis, with applications to genomic data. Statistical Applications in Genetics and Molecular Biology 8(1): Article 28.
Homepage: https://cran.r-project.org/web/packages/PMA/index.html
Source Code:  https://github.com/cran/PMA
Dependencies: R
Related Software: R; glasso; ElemStatLearn; glmnet; JIVE; GitHub; mixOmics; YALMIP; SDPT3; robustbase; fda (R); CCA; UNLocBoX; sparcl; penalizedLDA; ISLR; spls; chemometrics; Tensorlab; Optimal-SPCA
Cited in: 161 Documents
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Cited by 444 Authors

4 Cai, Tianwen
4 Marron, James Stephen
3 Cai, Jia
3 Filzmoser, Peter
3 Gaynanova, Irina
3 Jung, Sungkyu
3 Ma, Zongming
3 Mao, Xianpeng
3 Ren, Zhao
3 Safo, Sandra E.
3 Tibshirani, Robert John
3 Witten, Daniela M.
3 Yang, Yuning
3 Zhou, Harrison H.
2 Ahn, Jeongyoun
2 Balakrishnan, Narayanaswamy
2 Bouveyron, Charles
2 Chandrasekaran, Venkat
2 Fine, Jason Peter
2 Frouin, Vincent
2 Guo, Wenxing
2 Hastie, Trevor John
2 Hou, Thomas Yizhao
2 Huang, Jianhua Z.
2 Josse, Julie
2 Kawano, Shuichi
2 Kong, Lingchen
2 Lei, Jing
2 Li, Lexin
2 Liao, Yuan
2 Liquet, Benoit
2 Liu, Han
2 Liu, Wanquan
2 Liu, Yufeng
2 Lock, Eric F.
2 Mai, Qing
2 Nadler, Boaz
2 Pan, Guangming
2 Parrilo, Pablo A.
2 Paul, Debashis
2 Philippe, Cathy
2 Priebe, Carey E.
2 Shen, Cencheng
2 Shen, Haipeng
2 Sutton, Matthew William
2 Tenenhaus, Arthur
2 Vu, Vincent Q.
2 Wang, Hao
2 Wang, Yiju
2 Willsky, Alan Steven
2 Zhang, Fan
2 Zhang, Pengchuan
2 Zhang, Xin
2 Zhou, Hua
2 Zhou, Yong
2 Zou, Hui
1 Adachi, Kohei
1 Ahipaşaoğlu, Selin Damla
1 Ahmad, Amir A.
1 Alfons, Andreas
1 Amenta, Pietro
1 Ames, Brendan P. W.
1 Aravkin, Aleksandr Y.
1 Arnold, D. S.
1 Au, Quay
1 Aue, Alexander
1 Avalos-Pacheco, Alejandra
1 Bach, Francis R.
1 Bai, Jiawei
1 Bai, Jushan
1 Bailey, Natalia
1 Beck, Amir
1 Bentler, Peter M.
1 Berk, Lauren
1 Bertsimas, Dimitris John
1 Bhadra, Anindya
1 Bhattacharya, Anirban
1 Bian, Mengjie
1 Bickel, Peter John
1 Billor, Nedret
1 Birnbaum, Aharon
1 Bischl, Bernd
1 Blum, Yuna
1 Boulesteix, Anne-Laure Isabeau
1 Bowler, Russell P.
1 Breiteneder, Christian J.
1 Brodinová, Šárka
1 Brunet-Saumard, Camille
1 Brunton, Steven L.
1 Caccetta, Louis
1 Caffo, Brian S.
1 Candès, Emmanuel J.
1 Cappozzo, Andrea
1 Casalicchio, Giuseppe
1 Causeur, David J.
1 Chakrabarti, Arnab
1 Chan, Kung-Sik
1 Chandler, Gabriel
1 Chen, Jia
1 Chen, Kun
...and 344 more Authors
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Cited in 66 Serials

17 The Annals of Statistics
15 The Annals of Applied Statistics
12 Computational Statistics and Data Analysis
9 Journal of Multivariate Analysis
8 Journal of the American Statistical Association
6 Journal of Machine Learning Research (JMLR)
5 Statistical Applications in Genetics and Molecular Biology
4 Advances in Data Analysis and Classification. ADAC
4 Journal of Computational and Graphical Statistics
3 Biometrics
3 Communications in Statistics. Simulation and Computation
3 Journal of Applied Statistics
3 Electronic Journal of Statistics
2 Psychometrika
2 Applied Mathematics and Computation
2 Journal of Optimization Theory and Applications
2 Statistical Science
2 Journal of Scientific Computing
2 Neural Networks
2 Computational Statistics
2 Computational Optimization and Applications
2 Test
2 Data Mining and Knowledge Discovery
2 Journal of the Royal Statistical Society. Series B. Statistical Methodology
2 Biostatistics
2 Statistics and Computing
2 SIAM Journal on Mathematics of Data Science
1 Computer Methods in Applied Mechanics and Engineering
1 Journal of Computational Physics
1 Journal of Econometrics
1 Journal of Statistical Planning and Inference
1 Operations Research
1 Statistics & Probability Letters
1 Operations Research Letters
1 Journal of Classification
1 Optimization
1 Probability Theory and Related Fields
1 Asia-Pacific Journal of Operational Research
1 Applied Mathematics Letters
1 Annals of Operations Research
1 Machine Learning
1 Neural Computation
1 Journal of Global Optimization
1 Journal of Statistical Computation and Simulation
1 SIAM Journal on Applied Mathematics
1 Mathematical Programming. Series A. Series B
1 Statistica Sinica
1 Bernoulli
1 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics
1 Optimization and Engineering
1 Foundations of Computational Mathematics
1 Statistical Modelling
1 Communications on Pure and Applied Analysis
1 Multiscale Modeling & Simulation
1 Optimization Letters
1 Computational & Mathematical Methods in Medicine
1 Statistical Analysis and Data Mining
1 Journal of Statistical Theory and Practice
1 Mathematical Geosciences
1 Mathematical Programming Computation
1 Statistics Surveys
1 Journal of Agricultural, Biological, and Environmental Statistics
1 Sankhyā. Series A
1 Bayesian Analysis
1 Research in the Mathematical Sciences
1 Foundations of Data Science

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