XGBoost swMATH ID: 21035 Software Authors: Tianqi Chen, Carlos Guestrin 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; R; LightGBM; ElemStatLearn; AdaBoost.MH; GitHub; TensorFlow; Adam; shap; ranger; Python; Keras; randomForest; ImageNet; LIBLINEAR; glmnet; C4.5; xgboost; CatBoost Cited in: 151 Publications all top 5 Cited by 476 Authors 7 Urban, Josef 3 Chvalovský, Karel 3 Gupta, Gopal K. 3 Jakubův, Jan 3 Olšák, Miroslav 3 Piotrowski, Bartosz 3 Shakerin, Farhad 3 Verbeke, Wouter 2 Baesens, Bart 2 Bergmeir, Christoph 2 Bertsimas, Dimitris John 2 Boissier, Martin 2 du Jardin, Philippe 2 Goertzel, Zarathustra Amadeus 2 Hoos, Holger H. 2 Li, Haochen 2 Petitjean, François 2 Schlosser, Rainer 2 Shah, Rajen Dinesh 2 Suda, Martin 2 Van der Laan, Mark Johannes 2 Wang, Huaduo 2 Webb, Geoffrey I. 2 Xia, Jiangjiang 2 Yu, Chen 2 Zhang, Pingwen 2 Zhang, Ye 2 Zombori, Zsolt 1 Aas, Kjersti 1 Abolghasemi, Mahdi 1 Adelman, Daniel 1 Adibi, M. A. 1 Adomavicius, Gediminas 1 Akalin, Altuna 1 Alaa, Ahmed M. 1 Aljbaae, S. 1 Alkinani, Monagi H. 1 Alowibdi, Jalal S. 1 Alturki, Nazik M. 1 Antulov-Fantulin, Nino 1 Aziz, Wajid 1 Baniecki, Hubert 1 Barati Farimani, Amir 1 Barletta, W. 1 Bastos, João A. 1 Beaumont, Jean-François 1 Ben-Itzhak, Yaniv 1 Benkeser, David 1 Berendonk, Stephan 1 Berk, Richard A. 1 Biau, Gérard 1 Biecek, Przemysław 1 Birge, John R. 1 Bischl, Bernd 1 Blaauwbroek, Lasse 1 Blomberg, Jeanette 1 Boehmke, Brad 1 Boland, Natashia L. 1 Bornn, Luke 1 Bosa, Keven 1 Bostanabad, Ramin 1 Boulesteix, Anne-Laure Isabeau 1 Braun, Danielle 1 Brown, Chad Edward 1 Browne, James C. 1 Bühlmann, Peter 1 Bulavas, Viktoras 1 Buntine, Wray L. 1 Burns, Randal 1 Cadre, Benoît 1 Cao, Chenjie 1 Cao, Shuangliang 1 Cao, Wei 1 Cao, Xiaochun 1 Carrizosa, Emilio 1 Carruba, V. 1 Černỳ, Prokop 1 Cervone, Daniel 1 Chandna, Akshat 1 Charlebois, Joanne 1 Chen, Haowen 1 Chen, Hong 1 Chen, Jian 1 Chen, Li-Pang 1 Chen, Luo 1 Chen, Mayru 1 Chen, Shunqin 1 Chen, Wufan 1 Chong, Yutian 1 Chou, Chia-Ching 1 Chu, Kenneth C.-K. 1 Chung, Jaewon 1 Conde, David 1 Cooper, Joshua N. 1 Coqueret, Guillaume 1 Cortez, Paulo César 1 Das, Sourish 1 Deng, Bing-Qing 1 Deval, Gaurav 1 Digalakis, Vassilis jun. ...and 376 more Authors all top 5 Cited in 67 Serials 15 European Journal of Operational Research 13 Machine Learning 5 Computational Statistics and Data Analysis 5 Journal of Machine Learning Research (JMLR) 5 Computational & Mathematical Methods in Medicine 4 INFORMS Journal on Computing 4 Mathematical Biosciences and Engineering 4 The Annals of Applied Statistics 3 Computers & Operations Research 3 Annals of Operations Research 3 Data Mining and Knowledge Discovery 2 Computer Methods in Applied Mechanics and Engineering 2 Journal of Fluid Mechanics 2 Information Sciences 2 Operations Research 2 Neural Networks 2 Computational Statistics 2 Computational Geosciences 2 Quantitative Finance 2 Theory and Practice of Logic Programming 2 ASTIN Bulletin 2 Communications in Computational Physics 2 Mathematical Geosciences 2 Algorithms 2 Journal of Computational and Graphical Statistics 1 Artificial Intelligence 1 Journal of Computational Physics 1 The Mathematical Gazette 1 Physics Reports 1 Chaos, Solitons and Fractals 1 The Annals of Statistics 1 Applied Mathematics and Computation 1 Automatica 1 Journal of the American Statistical Association 1 Insurance Mathematics & Economics 1 Operations Research Letters 1 Journal of Economic Dynamics & Control 1 AI Communications 1 Economics Letters 1 Celestial Mechanics and Dynamical Astronomy 1 SIAM Journal on Optimization 1 Test 1 International Journal of Computer Vision 1 Top 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Informatica (Vilnius) 1 Scandinavian Actuarial Journal 1 Decisions in Economics and Finance 1 Journal of Jilin University. Science Edition 1 Journal of the Korean Statistical Society 1 Advances in Data Analysis and Classification. ADAC 1 Statistical Analysis and Data Mining 1 Vestnik Yuzhno-Ural’skogo Gosudarstvennogo Universiteta. Seriya Matematicheskoe Modelirovanie i Programmirovanie 1 Journal of Control Science and Engineering 1 European Actuarial Journal 1 Communications in Applied and Industrial Mathematics 1 Journal of Theoretical Biology 1 Algorithmic Finance 1 Bayesian Analysis 1 Springer Series in Statistics 1 Springer Texts in Statistics 1 Journal of Statistical Distributions and Applications 1 Journal of the Japan Statistical Society. Japanese Issue 1 Use R! 1 SN Operations Research Forum 1 SIAM Journal on Mathematics of Data Science 1 Chapman & Hall/CRC Computational Biology Series all top 5 Cited in 17 Fields 91 Computer science (68-XX) 62 Statistics (62-XX) 27 Operations research, mathematical programming (90-XX) 19 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 15 Biology and other natural sciences (92-XX) 6 Geophysics (86-XX) 4 Fluid mechanics (76-XX) 3 Probability theory and stochastic processes (60-XX) 3 Numerical analysis (65-XX) 2 Systems theory; control (93-XX) 1 General and overarching topics; collections (00-XX) 1 Mathematical logic and foundations (03-XX) 1 Differential geometry (53-XX) 1 Algebraic topology (55-XX) 1 Mechanics of particles and systems (70-XX) 1 Mechanics of deformable solids (74-XX) 1 Quantum theory (81-XX) Citations by Year