ElemStatLearn swMATH ID: 11049 Software Authors: Kjetil Halvorsen Description: R package ElemStatLearn: Data sets, functions and examples from the book: ”The Elements of Statistical Learning, Data Mining, Inference, and Prediction” by Trevor Hastie, Robert Tibshirani and Jerome Friedman Homepage: http://cran.r-project.org/web/packages/ElemStatLearn/index.html Source Code: https://github.com/cran/ElemStatLearn Dependencies: R Related Software: R; UCI-ml; PRMLT; glmnet; fda (R); LIBSVM; AdaBoost.MH; C4.5; PDCO; Matlab; bootstrap; glasso; randomForest; SemiPar; gamair; rpart; clusfind; MASS (R); ISLR; BayesDA Cited in: 1,510 Documents Standard Articles 2 Publications describing the Software, including 2 Publications in zbMATH Year The elements of statistical learning. Data mining, inference, and prediction. 2nd ed. Zbl 1273.62005Hastie, Trevor; Tibshirani, Robert; Friedman, Jerome 2009 The elements of statistical learning. Data mining, inference, and prediction. Zbl 0973.62007Hastie, Trevor; Tibshirani, Robert; Friedman, Jerome 2001 all top 5 Cited by 3,442 Authors 15 Weber, Gerhard-Wilhelm 13 Hastie, Trevor John 13 Pillonetto, Gianluigi 13 Tibshirani, Robert John 11 Hwang, Heungsun 11 Mazumder, Rahul 11 Zou, Hui 9 Powell, Warren Buckler 9 Sugiyama, Masashi 8 Kel’manov, Aleksandr Vasil’evich 8 Lipovetsky, Stan 8 Liu, Yufeng 8 Witten, Daniela M. 7 Bühlmann, Peter 7 Ghosh, Anil Kumar 7 Lughofer, Edwin 7 Tibshirani, Ryan J. 6 Skowron, Andrzej 6 Wüthrich, Mario Valentin 5 Doumpos, Michael 5 Epifanio, Irene 5 Hullermeier, Eyke 5 Ljung, Lennart 5 Park, Changyi 5 Rosset, Saharon 5 Taylan, Pakize 5 Trendafilov, Nickolay T. 5 Zopounidis, Constantin 4 Ahn, Hongshik 4 Aravkin, Aleksandr Y. 4 Bertsimas, Dimitris John 4 Biau, Gérard 4 Cherkassky, Vladimir S. 4 Chiuso, Alessandro 4 Croux, Christophe 4 Dembczyński, Krzysztof 4 Eguchi, Shinto 4 Ernst, Damien 4 Gao, Guangyuan 4 Gervini, Daniel 4 Gotoh, Jun-ya 4 Gutiérrez, Luis Miguel 4 Hall, Peter Gavin 4 Huang, Jian 4 Josse, Julie 4 Kanamori, Takafumi 4 Ma, Shuangge 4 Quintana, Fernando Andrés 4 Suk, Hye Won 4 Suzuki, Taiji 4 Takeda, Akiko 4 Unkel, Steffen 4 Yuan, Ming 4 Zhu, Ji 3 Ahmed, Syed Ejaz 3 Angelov, Plamen Parvanov 3 Baraniuk, Richard G. 3 Batmaz, İnci 3 Borgan, Ørnulf 3 Boyd, Stephen Poythress 3 Bradley, Jonathan R. 3 Bulinskiĭ, Aleksandr Vadimovich 3 Caccioli, Fabio 3 Campadelli, Paola 3 Casiraghi, Elena 3 Cawley, Gavin C. 3 Ceruti, Claudio 3 Conversano, Claudio 3 Cressie, Noel A. C. 3 d’Amato, Claudia 3 Davison, Anthony C. 3 Dazard, Jean-Eudes 3 Efron, Bradley 3 Fàbregas, Joan 3 Fan, Jianqing 3 Fanizzi, Nicola 3 Faundez-Zanuy, Marcos 3 Fraiman, Ricardo 3 Fryzlewicz, Piotr 3 Gągolewski, Marek 3 He, Xinyu 3 He, Yang-Hui Evariste 3 Hino, Hideitsu 3 Hothorn, Torsten 3 Husson, François 3 Jolliffe, Ian T. 3 Kamel, Mohamed S. 3 Karabatsos, George 3 Khalili, Abbas 3 Khandeev, Vladimir Il’ich 3 Kim, Hyunjoong 3 Kondor, Imre 3 Koo, Ja-Yong 3 Kosorok, Michael R. 3 Li, Genyuan 3 Li, Runze 3 Lim, Jooseop 3 Liu, Jin 3 Lu, Zhaosong 3 Lv, Jinchi ...and 3,342 more Authors all top 5 Cited in 277 Serials 93 Computational Statistics and Data Analysis 58 The Annals of Applied Statistics 51 Machine Learning 49 The Annals of Statistics 44 European Journal of Operational Research 40 Pattern Recognition 34 Journal of Applied Statistics 31 Journal of Machine Learning Research (JMLR) 28 Neural Networks 27 Statistical Science 25 Computational Statistics 24 Journal of Multivariate Analysis 24 Journal of Statistical Computation and Simulation 23 Statistics and Computing 21 Journal of the American Statistical Association 20 Biometrics 20 Electronic Journal of Statistics 19 Communications in Statistics. 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Statistical Methodology 7 Mathematical Geosciences 7 Journal of Agricultural, Biological, and Environmental Statistics 6 The Canadian Journal of Statistics 6 Applied Mathematics and Computation 6 Journal of Mathematical Psychology 6 Statistics & Probability Letters 6 Journal of Global Optimization 6 Annals of Mathematics and Artificial Intelligence 6 INFORMS Journal on Computing 6 Statistical Modelling 6 Computational Management Science 6 Journal of Statistical Mechanics: Theory and Experiment 6 Statistics Surveys 5 Discrete Applied Mathematics 5 Journal of Fluid Mechanics 5 Fuzzy Sets and Systems 5 Journal of Computational and Applied Mathematics 5 Computers & Operations Research 5 International Journal of Approximate Reasoning 5 Computational Mathematics and Mathematical Physics 5 Lifetime Data Analysis 5 ASTIN Bulletin 5 Statistical Applications in Genetics and Molecular Biology 5 Statistical Methodology 5 Journal of the Korean Statistical Society 4 Computer Methods in Applied Mechanics and Engineering 4 International Journal of Systems Science 4 Inverse Problems 4 BIT 4 Statistics 4 Econometric Reviews 4 Mathematical and Computer Modelling 4 Journal of Nonparametric Statistics 4 Journal of Mathematical Chemistry 4 Mathematical Problems in Engineering 4 Doklady Mathematics 4 Extremes 4 International Journal of Applied Mathematics and Computer Science 4 Scandinavian Actuarial Journal 4 AStA. Advances in Statistical Analysis 4 European Actuarial Journal 4 SIAM/ASA Journal on Uncertainty Quantification 3 The American Statistician 3 International Journal of General Systems 3 Metrika 3 Physica A 3 International Statistical Review 3 Journal of Optimization Theory and Applications ...and 177 more Serials all top 5 Cited in 43 Fields 1,060 Statistics (62-XX) 432 Computer science (68-XX) 196 Numerical analysis (65-XX) 192 Operations research, mathematical programming (90-XX) 131 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 100 Biology and other natural sciences (92-XX) 68 Probability theory and stochastic processes (60-XX) 45 Systems theory; control (93-XX) 42 Information and communication theory, circuits (94-XX) 33 Geophysics (86-XX) 17 Approximations and expansions (41-XX) 15 Linear and multilinear algebra; matrix theory (15-XX) 14 Combinatorics (05-XX) 14 Functional analysis (46-XX) 14 Calculus of variations and optimal control; optimization (49-XX) 14 Fluid mechanics (76-XX) 12 Dynamical systems and ergodic theory (37-XX) 11 Statistical mechanics, structure of matter (82-XX) 8 General and overarching topics; collections (00-XX) 8 Quantum theory (81-XX) 7 Harmonic analysis on Euclidean spaces (42-XX) 6 Partial differential equations (35-XX) 6 Mechanics of deformable solids (74-XX) 5 Operator theory (47-XX) 4 History and biography (01-XX) 4 Algebraic topology (55-XX) 3 Number theory (11-XX) 3 Special functions (33-XX) 3 Convex and discrete geometry (52-XX) 2 Order, lattices, ordered algebraic structures (06-XX) 2 Algebraic geometry (14-XX) 2 Real functions (26-XX) 2 Measure and integration (28-XX) 2 Ordinary differential equations (34-XX) 2 Astronomy and astrophysics (85-XX) 1 Commutative algebra (13-XX) 1 Associative rings and algebras (16-XX) 1 Potential theory (31-XX) 1 Integral equations (45-XX) 1 Differential geometry (53-XX) 1 General topology (54-XX) 1 Mechanics of particles and systems (70-XX) 1 Relativity and gravitational theory (83-XX) Citations by Year