gbm swMATH ID: 7994 Software Authors: Brandon Greenwell, Bradley Boehmke, Jay Cunningham Description: gbm: Generalized Boosted Regression Models. This package implements extensions to Freund and Schapire’s AdaBoost algorithm and Friedman’s gradient boosting machine. Includes regression methods for least squares, absolute loss, t-distribution loss, quantile regression, logistic, multinomial logistic, Poisson, Cox proportional hazards partial likelihood, AdaBoost exponential loss, Huberized hinge loss, and Learning to Rank measures (LambdaMart). Homepage: http://cran.r-project.org/web/packages/gbm/index.html Source Code: https://github.com/cran/gbm Dependencies: R Related Software: R; randomForest; rpart; ElemStatLearn; AdaBoost.MH; mboost; UCI-ml; Kernlab; ada; MASS (R); e1071; caret; glmnet; ranger; CRAN; XGBoost; C4.5; ROCR; GitHub; ggplot2 Cited in: 52 Publications all top 5 Cited by 154 Authors 3 Berk, Richard A. 2 Hastie, Trevor John 2 Laake, Petter 2 Schmid, Matthias 2 Sexton, Joseph 1 Alizadeh, Ahad 1 Alpar, Celal Reha 1 Amouzegar, Atieh 1 Antonio, Katrien 1 Asencio-Cortes, Gualberto 1 Au, Timothy C. 1 Azmi, Mohamed 1 Barry, Simon C. 1 Batchelder, William H. 1 Beaudoin, David 1 Berrado, Abdelaziz 1 Biau, Gérard 1 Bischl, Bernd 1 Blaser, Rico 1 Bogaerts, Stefan 1 Bühlmann, Peter 1 Cadre, Benoît 1 Cerqueira, Vitor 1 Chang, Xiaohui 1 Chen, Jiaxu 1 Chipman, Hugh A. 1 Choi, Byeongyeob 1 Choi, Dongseok 1 Chu, Jianghao 1 Crevecoeur, Jonas 1 De Bin, Riccardo 1 Donnell, Eric T. 1 Dormann, Carsten F. 1 Dubossarsky, E. 1 Eckhardt, Bruno 1 Efron, Bradley 1 Elith, Jane 1 Elman, Miriam R. 1 Fink, Daniel 1 Flohr, Rob 1 Foresti, Loris 1 Friedman, Jerome Harold 1 Fryzlewicz, Piotr 1 Ganguly, Adity 1 Gao, Chao 1 Gelfond, Jonathan A. L. 1 George, Edward I. 1 Gharibzadeh, Safoora 1 Goldsmith, Jeff 1 Hadiji, Fabian 1 Hauenstein, Severin 1 Hofner, Benjamin 1 Hothorn, Torsten 1 Jaboyedoff, Michel 1 Johnson, Kjell 1 Johnstone, Iain Murray 1 Kanevski, Mikhail 1 Karabulut, Erdem 1 Karwa, Vishesh 1 Kersting, Kristian 1 Korb, Ingo 1 Kotthaus, Helena 1 Krennrich, Gerhard 1 Kriegler, Brian 1 Kuhn, Max 1 Kumar, Abhishek 1 Kumar, Ramesh C. 1 Künzel, Sören R. 1 Lang, Michel 1 Leathwick, John R. 1 Lee, Robert M. 1 Lee, Simon C. K. 1 Lee, Tae-Hwy 1 Lellep, Martin 1 Letsios, Dimitrios 1 Leuenberger, Michael Niklaus 1 Li, Lin 1 Li, Tianxi 1 Li, Yang 1 Ligges, Uwe 1 Lin, Sheldon 1 Linkmann, Moritz 1 Liu, Edward W. 1 Maloney, Kelly O. 1 Mansournia, Mohammad Ali 1 Martínez-Álvarez, Francisco 1 Marwedel, Peter 1 Mayr, Andreas 1 McCulloch, Robert Edward 1 Mehrabani-Zeinabad, Kamran 1 Mersmann, Olaf 1 Michalek, Joel E. 1 Micheletti, Natan 1 Minnier, Jessica 1 Misener, Ruth 1 Mišić, Velibor V. 1 Mistry, Miten 1 Mohammad, Kazem 1 Molina, Alejandro 1 Natarajan, Sriraam ...and 54 more Authors all top 5 Cited in 31 Serials 5 Computational Statistics 5 Journal of Statistical Computation and Simulation 4 The Annals of Applied Statistics 3 Machine Learning 3 Journal of Machine Learning Research (JMLR) 2 Information Sciences 2 Communications in Statistics. Simulation and Computation 2 Computational Statistics and Data Analysis 2 Statistics and Computing 1 Journal of Fluid Mechanics 1 The Annals of Statistics 1 Biometrics 1 Journal of Mathematical Psychology 1 Operations Research 1 Opsearch 1 Insurance Mathematics & Economics 1 Statistical Science 1 European Journal of Operational Research 1 INFORMS Journal on Computing 1 North American Actuarial Journal 1 Handbook of Statistics 1 Computational & Mathematical Methods in Medicine 1 Statistical Analysis and Data Mining 1 Mathematical Geosciences 1 Journal of Computational and Graphical Statistics 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Springer Series in Statistics 1 Springer Texts in Statistics 1 Dependence Modeling 1 Use R! 1 Chapman & Hall/CRC Computer Science & Data Analysis Series all top 5 Cited in 9 Fields 45 Statistics (62-XX) 17 Computer science (68-XX) 12 Numerical analysis (65-XX) 3 Operations research, mathematical programming (90-XX) 3 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 2 Biology and other natural sciences (92-XX) 1 General and overarching topics; collections (00-XX) 1 Fluid mechanics (76-XX) 1 Geophysics (86-XX) Citations by Year