xgboost swMATH ID: 15875 Software Authors: Tianqi Chen, Tong He, Michael Benesty Description: R package xgboost. Extreme Gradient Boosting, which is an efficient implementation of gradient boosting framework. This package is its R interface. The package includes efficient linear model solver and tree learning algorithms. The package can automatically do parallel computation on a single machine which could be more than 10 times faster than existing gradient boosting packages. It supports various objective functions, including regression, classification and ranking. The package is made to be extensible, so that users are also allowed to define their own objectives easily. Homepage: https://cran.r-project.org/web/packages/xgboost/index.html Source Code: https://github.com/cran/xgboost Dependencies: R Keywords: CRAN; R package; Extreme Gradient Boosting Related Software: R; XGBoost; ranger; randomForestSRC; rpart; randomForest; glmnet; Scikit; e1071; caret; MASS (R); survival; mlr; CatBoost; keras; ggplot2; Kernlab; lime; Rcpp; ElemStatLearn Cited in: 16 Publications all top 5 Cited by 69 Authors 2 Lekivetz, Ryan 2 Morgan, Joseph T. 1 Alexandrov, Nickolai N. 1 Bischl, Bernd 1 Boehmke, Brad 1 Browne, James C. 1 Burns, Randal 1 Chung, Jaewon 1 Conde, David 1 Cui, Wei 1 Dong, Qin 1 Ermağan, Umut 1 Falk, Benjamin 1 Fang, Jie 1 Fernández Temprano, Miguel Alejandro 1 Genschel, Ulrike 1 Greenwell, Brandon M. 1 Howard, George 1 Hu, Lihong 1 Hu, Shenglei 1 Huang, Guoqi 1 Jaeger, Byron C. 1 Jiang, Lu 1 Jiang, Yong 1 Jiao, Rongzhen 1 King, Ross D. 1 Lin, Jianwu 1 Liu, Xiang 1 Long, D. Leann 1 Long, Dustin M. 1 Maggioni, Mauro 1 McClure, Leslie A. 1 Min, Yuan-I 1 Nettleton, Dan 1 Nikulin, Vsevolod 1 Orhobor, Oghenejokpeme I. 1 Page, Garritt L. 1 Pargent, Florian 1 Patsolic, Jesse L. 1 Peters, Jonas 1 Pfisterer, Florian 1 Podusenko, Albert 1 Priebe, Carey E. 1 Quintana, Fernando Andrés 1 Rosner, Gary L. 1 Rueda, Cristina 1 Sage, Andrew J. 1 Salman, F. Sibel 1 Salvador, Bonifacio 1 Shah, Rajen Dinesh 1 Shen, Cencheng 1 Shimohara, Katsunori 1 Simon, Noah Robin 1 Sims, Mario 1 Szychowski, Jeff M. 1 Tanev, Ivan 1 Thomas, Janek 1 Tomita, Tyler M. 1 Vogelstein, Joshua T. 1 Wang, Jianan 1 Wang, Yuqi 1 Xia, Shutao 1 Xia, Zhikang 1 Xie, Shasha 1 Xu, Xin 1 Yıldız, Barış 1 Yim, Jason 1 Zhang, Ye 1 Zhao, Xiaosa all top 5 Cited in 13 Serials 2 Journal of Statistical Theory and Practice 2 The Annals of Applied Statistics 1 The Annals of Statistics 1 Computers & Operations Research 1 Machine Learning 1 Computational Statistics 1 Quantitative Finance 1 Journal of Machine Learning Research (JMLR) 1 Quantum Information Processing 1 Mathematical Biosciences and Engineering 1 Advances in Data Analysis and Classification. ADAC 1 Statistical Analysis and Data Mining 1 Algorithms all top 5 Cited in 7 Fields 10 Statistics (62-XX) 8 Computer science (68-XX) 2 Combinatorics (05-XX) 1 Quantum theory (81-XX) 1 Operations research, mathematical programming (90-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Biology and other natural sciences (92-XX) Citations by Year