shap swMATH ID: 30901 Software Authors: Scott Lundberg, Su-In Lee Description: SHAP (SHapley Additive exPlanations) is a unified approach to explain the output of any machine learning model. SHAP connects game theory with local explanations, uniting several previous methods [1-7] and representing the only possible consistent and locally accurate additive feature attribution method based on expectations (see our papers for details and citations). Homepage: https://arxiv.org/abs/1705.07874 Source Code: https://github.com/slundberg/shap Related Software: XGBoost; UCI-ml; Scikit; C4.5; GitHub; Grad-CAM; TensorFlow; R; InterpretML; H2O; modelStudio; DALEX; iml; ElemStatLearn; t-SNE; ORL; conformalInference; Aleph; AdaBoost.MH; NumPy Cited in: 59 Publications all top 5 Cited by 192 Authors 3 Labreuche, Christophe 2 Carrizosa, Emilio 2 Guidotti, Riccardo 2 Huang, Xiaowei 2 Ignatyev, Alexey A. 2 Kimelfeld, Benny 2 Kovalev, Maxim S. 2 Livshits, Ester 2 Molero-Río, Cristina 2 Romero Morales, Dolores 2 Ruan, Wenjie 2 Shakerin, Farhad 2 Utkin, Lev V. 2 Varshney, Kush R. 1 Aas, Kjersti 1 Agozzino, Terencio 1 Arya, Vijay 1 Baesens, Bart 1 Baptista, Marcia L. 1 Bastos, João A. 1 Baudry, Jean-Patrick 1 Bellamy, Rachel K. E. 1 Bertossi, Leopoldo E. 1 Besold, Tarek R. 1 Blanquero, Rafael 1 Bogaerts, Bart 1 Budding, Céline 1 Burkart, Nadia 1 Carmona, Josep 1 Casas-Méndez, Balbina 1 Chen, Pin-Yu 1 Chen, Yiling Elaine 1 Cheng, Lu 1 Coma-Puig, Bernat 1 Confalonieri, Roberto 1 Coolen, Frank P. A. 1 Crosby, Durand 1 Davila-Pena, Laura 1 De Turck, Filip 1 Deaconu, Madalina 1 del Prado Martín, Fermín Moscoso 1 Delen, Dursun 1 Dhurandhar, Amit 1 Dien, Tran Thanh 1 Domijan, Katarina 1 Doran, Derek 1 Eckhardt, Bruno 1 Evgeniou, Theodoros 1 Ford, Courtney 1 Fuxin, Li 1 Gamba, Emilio 1 García-Jurado, Ignacio 1 Giannotti, Fosca 1 Giles, Clyde Lee 1 Girolami, Mark A. 1 Goebel, Kai F. 1 Grabisch, Michel 1 Guilloux, Frédéric 1 Gunnarsson, Björn Rafn 1 Guns, Tias 1 Gupta, Gopal K. 1 Hai, Nguyêñ Thanh 1 Haufe, Stefan 1 Henriques, Elsa M. P. 1 Hind, Michael 1 Hoffman, Samuel C. 1 Hooker, Giles 1 Houde, Stephanie 1 Huber, Marco F. 1 Hudelot, Céline 1 Hurley, Catherine B. 1 Janizek, Joseph D. 1 Jennings, Elise 1 Jullum, Martin 1 Kacker, Raghu N. 1 Kampel, Ludwig 1 Keane, Mark T. 1 Kenny, Eoin M. 1 Khorram, Saeed 1 Konstantinov, Andrei 1 Kröning, Daniel 1 Kuhn, D. Richard 1 Kwiatkowska, Marta Z. 1 Lavrač, Nada 1 Le Bodic, Pierre 1 Lee, Su-In 1 Lee, Taito 1 Lejay, Antoine 1 Lellep, Martin 1 Lemahieu, Wilfried 1 Lesage, Laurent 1 Li, Jingyi Jessica 1 Liao, Q. Vera 1 Lim, Brian Y. 1 Linkmann, Moritz 1 Liu, Huan 1 Liu, Xue 1 Løland, Anders 1 Longo, Luigi 1 Lusch, Bethany ...and 92 more Authors all top 5 Cited in 28 Serials 11 Artificial Intelligence 5 European Journal of Operational Research 5 The Journal of Artificial Intelligence Research (JAIR) 4 Machine Learning 3 Journal of Machine Learning Research (JMLR) 2 Data Mining and Knowledge Discovery 2 Logical Methods in Computer Science 2 European Actuarial Journal 1 Computers and Fluids 1 Discrete Applied Mathematics 1 Journal of Computational Physics 1 Journal of Fluid Mechanics 1 Journal of the American Statistical Association 1 Theoretical Computer Science 1 Journal of Economic Dynamics & Control 1 Neural Networks 1 Annals of Operations Research 1 Neural Computation 1 Top 1 Annals of Mathematics and Artificial Intelligence 1 Informatica (Vilnius) 1 Theory and Practice of Logic Programming 1 Advances in Data Analysis and Classification. ADAC 1 Electronic Journal of Statistics 1 Journal of Computational and Graphical Statistics 1 Sankhyā. Series B 1 Statistics and Computing 1 Computer Science Review all top 5 Cited in 10 Fields 46 Computer science (68-XX) 12 Statistics (62-XX) 9 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 5 Operations research, mathematical programming (90-XX) 3 Fluid mechanics (76-XX) 2 Mathematical logic and foundations (03-XX) 2 Biology and other natural sciences (92-XX) 1 Combinatorics (05-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Numerical analysis (65-XX) Citations by Year