XGBoost swMATH ID: 21035 Software Authors: Chen, Tianqi; Guestrin, Carlos Description: XGBoost is an optimized distributed gradient boosting library designed to be highly efficient, flexible and portable. It implements machine learning algorithms under the Gradient Boosting framework. XGBoost provides a parallel tree boosting (also known as GBDT, GBM) that solve many data science problems in a fast and accurate way. The same code runs on major distributed environment (Hadoop, SGE, MPI) and can solve problems beyond billions of examples Homepage: https://github.com/dmlc/xgboost Source Code: https://github.com/dmlc/xgboost Related Software: Scikit; UCI-ml; LightGBM; ElemStatLearn; R; shap; AdaBoost.MH; GitHub; CatBoost; xgboost; Adam; TensorFlow; SMOTE; C4.5; glmnet; Keras; Python; ranger; randomForest; ImageNet Cited in: 281 Documents all top 5 Cited by 880 Authors 8 Urban, Josef 4 Jakubův, Jan 3 Bergmeir, Christoph 3 Bertsimas, Dimitris John 3 Chvalovský, Karel 3 Dombry, Clément 3 du Jardin, Philippe 3 Ferri-García, Ramón 3 Gupta, Gopal 3 Olšák, Miroslav 3 Piotrowski, Bartosz 3 Webb, Geoffrey I. 2 Aas, Kjersti 2 Baesens, Bart 2 Berk, Richard A. 2 Biau, Gérard 2 Bischl, Bernd 2 Boissier, Martin 2 Braun, Danielle 2 Cadre, Benoît 2 Castro-Martín, Luis 2 Chang, Wenjun 2 Díaz, Iván M. 2 Duchamps, Jean-Jil 2 Dunn, Jack 2 Goertzel, Zarathustra Amadeus 2 Hahn, P. Richard 2 Hoos, Holger H. 2 Izbicki, Rafael 2 Jullum, Martin 2 Kim, Hyunjoong 2 Lessmann, Stefan 2 Li, Haochen 2 Lin, Shaobo 2 Løland, Anders 2 Marques-Silva, João P. 2 Mues, Christophe 2 Niu, Xufeng 2 Patsolic, Jesse L. 2 Petitjean, François 2 Rueda García, Maria del Mar 2 Schlosser, Rainer 2 Shah, Rajen Dinesh 2 Shakerin, Farhad 2 Suda, Martin 2 Tang, Shaojie 2 Tomita, Tyler M. 2 Van der Laan, Mark Johannes 2 vanden Broucke, Seppe 2 Verbeke, Wouter 2 Vogelstein, Joshua T. 2 Wang, Huaduo 2 Xia, Jiangjiang 2 Xu, Jie 2 Yu, Chen 2 Zhang, Pingwen 2 Zhang, Ye 2 Zombori, Zsolt 1 Abba, Mohamed A. 1 Abdulrashid, Ismail 1 Abolghasemi, Mahdi 1 Adelman, Daniel 1 Adibi, M. A. 1 Adomavicius, Gediminas 1 Ahmed, Abdulaziz 1 Akalin, Altuna 1 Aksoy, İ. Gökhan 1 Alaa, Ahmed M. 1 Alaejos, Guillermo 1 Aldinucci, Tommaso 1 Ales, Zacharie 1 Alexopoulos, Angelos 1 Aljbaae, S. 1 Alkinani, Monagi H. 1 Allen, Theodore T. 1 Alonso-Jordá, Pedro 1 Alowibdi, Jalal S. 1 Alturki, Nazik M. 1 Aminah, Siti 1 Amram, Maxime 1 Antulov-Fantulin, Nino 1 Applebaum, Victor 1 Aramideh, Soroush 1 Ardaneswari, Gianinna 1 Arroyo, Jesús 1 Astudillo-Estévez, Pablo 1 Aziz, Wajid 1 Baardman, Lennart 1 Bachoc, François 1 Bai, Yang 1 Bakas, Nikolaos P. 1 Baniecki, Hubert 1 Barati Farimani, Amir 1 Barddal, Jean Paul 1 Barletta, W. 1 Barnwal, Avinash 1 Bassiliades, Nick 1 Bastos, João A. 1 Basu, Sanjay 1 Beaumont, Jean-François ...and 780 more Authors all top 5 Cited in 112 Serials 23 European Journal of Operational Research 16 Machine Learning 12 Annals of Operations Research 10 Information Sciences 8 Data Mining and Knowledge Discovery 8 The Annals of Applied Statistics 6 Computers & Operations Research 5 Journal of the American Statistical Association 5 Computational Statistics and Data Analysis 5 INFORMS Journal on Computing 5 Journal of Applied Statistics 5 Journal of Machine Learning Research (JMLR) 5 Mathematical Biosciences and Engineering 5 Computational & Mathematical Methods in Medicine 5 Journal of Computational and Graphical Statistics 4 Computer Methods in Applied Mechanics and Engineering 4 Neural Networks 4 Quantitative Finance 3 The Annals of Statistics 3 Computational Statistics 3 Communications in Statistics. Simulation and Computation 3 European Actuarial Journal 3 SN Operations Research Forum 2 Journal of Fluid Mechanics 2 Journal of the Franklin Institute 2 Physica A 2 Biometrics 2 Operations Research 2 Journal of Economic Dynamics & Control 2 Economics Letters 2 Top 2 Computational Geosciences 2 Theory and Practice of Logic Programming 2 ASTIN Bulletin 2 MATCH - Communications in Mathematical and in Computer Chemistry 2 Communications in Computational Physics 2 Mathematical Geosciences 2 Algorithms 2 Statistics and Computing 2 Bayesian Analysis 2 Statistical Theory and Related Fields 2 SIAM Journal on Mathematics of Data Science 1 Artificial Intelligence 1 Journal of Computational Physics 1 The Mathematical Gazette 1 Nuclear Physics. B 1 Physics Reports 1 ACM Transactions on Mathematical Software 1 Applied Mathematics and Computation 1 Automatica 1 Biometrical Journal 1 International Statistical Review 1 Journal of Computational and Applied Mathematics 1 Journal of Econometrics 1 Mathematics and Computers in Simulation 1 Naval Research Logistics 1 Insurance Mathematics & Economics 1 Operations Research Letters 1 Computational Mechanics 1 AI Communications 1 Computational Mathematics and Mathematical Physics 1 Automation and Remote Control 1 Journal of Statistical Computation and Simulation 1 Stochastic Processes and their Applications 1 Mathematical Programming. Series A. Series B 1 Celestial Mechanics and Dynamical Astronomy 1 SIAM Journal on Optimization 1 Test 1 International Journal of Computer Vision 1 Lifetime Data Analysis 1 Engineering Analysis with Boundary Elements 1 Bernoulli 1 International Transactions in Operational Research 1 Constraints 1 Journal of Nonparametric Statistics 1 International Journal of Computational Fluid Dynamics 1 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Informatica (Vilnius) 1 European Journal of Mechanics. A. Solids 1 Extremes 1 Communications in Nonlinear Science and Numerical Simulation 1 International Journal of Applied Mathematics and Computer Science 1 Lobachevskii Journal of Mathematics 1 Brazilian Journal of Probability and Statistics 1 Scandinavian Actuarial Journal 1 Decisions in Economics and Finance 1 Journal of Applied Mathematics 1 Journal of Jilin University. Science Edition 1 Journal of Applied Mathematics and Computing 1 Quantum Information Processing 1 North American Actuarial Journal 1 SORT. Statistics and Operations Research Transactions 1 International Journal of Computational Methods 1 Journal of the Korean Statistical Society 1 Advances in Data Analysis and Classification. ADAC 1 Statistical Analysis and Data Mining 1 Journal of Control Science and Engineering 1 Communications in Applied and Industrial Mathematics 1 Information and Inference ...and 12 more Serials all top 5 Cited in 21 Fields 151 Computer science (68-XX) 141 Statistics (62-XX) 48 Operations research, mathematical programming (90-XX) 40 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 24 Biology and other natural sciences (92-XX) 8 Probability theory and stochastic processes (60-XX) 7 Numerical analysis (65-XX) 7 Fluid mechanics (76-XX) 6 Geophysics (86-XX) 5 Mechanics of deformable solids (74-XX) 3 Quantum theory (81-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Statistical mechanics, structure of matter (82-XX) 2 Systems theory; control (93-XX) 2 Information and communication theory, circuits (94-XX) 1 Combinatorics (05-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Partial differential equations (35-XX) 1 Geometry (51-XX) 1 Algebraic topology (55-XX) 1 Mechanics of particles and systems (70-XX) Citations by Year