LightGBM swMATH ID: 27912 Software Authors: Guolin Ke, Qi Meng, Thomas Finley, Taifeng Wang, Wei Chen, Weidong Ma, Qiwei Ye, Tie-Yan Liu Description: LightGBM: A highly efficient gradient boosting decision tree. A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft. Homepage: https://github.com/Microsoft/LightGBM Source Code: https://github.com/Microsoft/LightGBM Related Software: XGBoost; Scikit; TensorFlow; CatBoost; Python; Adam; DALEX; NumPy; H2O; ImageNet; randomForest; R; LIBSVM; modelStudio; Fairlearn; PDPbox; AI Explainability 360; dalex; xgboost; ranger Cited in: 18 Publications all top 5 Cited by 69 Authors 1 Atarashi, Kyohei 1 Baniecki, Hubert 1 Ben-Itzhak, Yaniv 1 Biecek, Przemysław 1 Boehmke, Brad 1 Browne, James C. 1 Burns, Randal 1 Cao, Shuangliang 1 Cao, Wenbo 1 Chen, Jian 1 Chen, Wufan 1 Chung, Jaewon 1 Falk, Benjamin 1 Fleischmann, Moritz 1 Greenwell, Brandon M. 1 He, Bingsheng 1 Huan, Er-Yang 1 Huang, Yihua 1 Huber, Jakob 1 Ijitsu, Yasuyuki 1 Keslassy, Isaac 1 Krennrich, Gerhard 1 Kretowicz, Wojciech 1 Kurihara, Masahito 1 Lee, Robert M. 1 Letsios, Dimitrios 1 Li, Qinbin 1 Liu, Hanfeng 1 Liu, Yilang 1 Lu, Haihao 1 Lu, Lijun 1 Maggioni, Mauro 1 Mazumder, Rahul 1 Misener, Ruth 1 Mistry, Miten 1 Miura, Kakeru 1 Müller, Sebastian 1 Nalenz, Malte 1 Nascimben, Mauro 1 Ohsato, Takaya 1 Orda, Ariel 1 Oyama, Satoshi 1 Patsolic, Jesse L. 1 Pei, Ziang 1 Piątyszek, Piotr 1 Priebe, Carey E. 1 Rimondini, Lia 1 Saito, Miho 1 Shen, Cencheng 1 Shi, Jiashuai 1 Stuckenschmidt, Heiner 1 Sun, Xuxiang 1 Takekawa, Masahiro 1 Teng, Long 1 Tomita, Tyler M. 1 Vargaftik, Shay 1 Venturin, Manolo 1 Villani, Mattias 1 Vogelstein, Joshua T. 1 Wen, Guihua 1 Wen, Zeyi 1 Wiśniewski, Jakub 1 Xu, Zhuoer 1 Yamanaka, Suguru 1 Yim, Jason 1 Yuan, Chunfeng 1 Zhang, Weiwei 1 Zhu, Guanghui 1 Zhu, Linyang all top 5 Cited in 12 Serials 4 Journal of Machine Learning Research (JMLR) 2 Machine Learning 2 Computational & Mathematical Methods in Medicine 1 Computers and Fluids 1 Applied Mathematics and Computation 1 European Journal of Operational Research 1 SIAM Journal on Optimization 1 INFORMS Journal on Computing 1 The Annals of Applied Statistics 1 Communications in Applied and Industrial Mathematics 1 JSIAM Letters 1 Journal of the Japan Statistical Society. Japanese Issue all top 5 Cited in 7 Fields 12 Computer science (68-XX) 7 Statistics (62-XX) 4 Operations research, mathematical programming (90-XX) 3 Biology and other natural sciences (92-XX) 1 Probability theory and stochastic processes (60-XX) 1 Numerical analysis (65-XX) 1 Fluid mechanics (76-XX) Citations by Year