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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; Scikit; UCI-ml; ElemStatLearn; C4.5; Adam; TensorFlow; GitHub; PyTorch; Grad-CAM; MNIST; Tensor2Tensor; ImageNet; LightGBM; conformalInference; BERT; t-SNE; CatBoost; word2vec; Python
Cited in: 129 Documents
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Cited by 413 Authors

5 Labreuche, Christophe
4 Ignatyev, Alexey A.
3 Marques-Silva, João P.
2 Bertossi, Leopoldo E.
2 Carrizosa, Emilio
2 Dou, Dejing
2 Grabisch, Michel
2 Greene, Derek
2 Hooker, Giles
2 Huang, Xiaowei
2 Izza, Yacine
2 Kimelfeld, Benny
2 Kovalev, Maxim S.
2 Lee, Su-In
2 Li, Xuhong
2 Livshits, Ester
2 Molero-Río, Cristina
2 Nair, Vijayan N.
2 Richman, Ronald
2 Romero Morales, Dolores
2 Ruan, Wenjie
2 Shakerin, Farhad
2 Utkin, Lev V.
2 Watson, David S.
2 Wu, Min
2 Wüthrich, Mario Valentin
2 Xiong, Haoyi
1 Aas, Kjersti
1 Agarwal, Shivam
1 Agozzino, Terencio
1 Albini, Emanuele
1 Alexandre, Michel
1 Amgoud, Leila
1 Apley, Daniel W.
1 Aramideh, Soroush
1 Archambault, Daniel
1 Arevalillo, Jorge M.
1 Armstrong, Anne Caroline
1 Arroyo, Jesús
1 Au, Quay
1 Auclair, Jared
1 Baesens, Bart
1 Bandyapadhyay, Sayan
1 Baniecki, Hubert
1 Baptista, Marcia L.
1 Barbiero, Pietro
1 Baroni, Pietro
1 Barucca, Paolo
1 Bassiliades, Nick
1 Bastos, João A.
1 Baudry, Jean-Patrick
1 Beck, Florian
1 Bergmann, Felix M.
1 Biecek, Przemysław
1 Bischl, Bernd
1 Björklund, Anton
1 Blanquero, Rafael
1 Blücher, Stefan
1 Bogaert, Matthias
1 Bogaerts, Bart
1 Bohanec, Marko
1 Borgonovo, Emanuele
1 Bravo, Cristián
1 Bruni, Maria Elena
1 Budding, Céline
1 Burkart, Nadia
1 Caccioli, Fabio
1 Camburu, Oana-Maria
1 Carmona, Josep
1 Carone, Marco
1 Caruana, Rich
1 Casalicchio, Giuseppe
1 Casas-Méndez, Balbina
1 Chai, Yun
1 Chen, Lin Yee
1 Chen, Yiling Elaine
1 Chen, Zeyu
1 Chiu, Tzu-Yi
1 Cifuentes, Jenny Alexandra
1 Ciravegna, Gabriele
1 Cohen, Kelly
1 Coma-Puig, Bernat
1 Coolen, Frank P. A.
1 Cooper, Martin C.
1 Covert, Ian C.
1 Cristoforetti, Marco
1 Crosby, Durand
1 Dai, Ben
1 Dao, Duy-Phuong
1 David, Jean-Pierre
1 Davies, Jessica Katharine
1 Davila-Pena, Laura
1 De Turck, Filip
1 Deaconu, Madalina
1 del Río Almajano, Tereso
1 Delaney, Eoin
1 Delcaillau, Dimitri
1 Delen, Dursun
1 Delibašić, Boris
1 Detyniecki, Marcin
...and 313 more Authors
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Cited in 48 Serials

13 Artificial Intelligence
12 European Journal of Operational Research
9 Machine Learning
7 The Journal of Artificial Intelligence Research (JAIR)
6 Data Mining and Knowledge Discovery
5 International Journal of Approximate Reasoning
5 Journal of Machine Learning Research (JMLR)
4 Neural Networks
3 Annals of Operations Research
3 Journal of Computational and Graphical Statistics
3 European Actuarial Journal
2 Computers and Fluids
2 International Statistical Review
2 Journal of the American Statistical Association
2 Theoretical Computer Science
2 Top
2 Annals of Mathematics and Artificial Intelligence
2 International Transactions in Operational Research
2 Logical Methods in Computer Science
2 Statistics and Computing
2 Computer Science Review
1 Discrete Applied Mathematics
1 Journal of Computational Physics
1 Journal of Fluid Mechanics
1 Nuclear Physics. B
1 Physica A
1 Information Sciences
1 Naval Research Logistics
1 Synthese
1 Journal of Symbolic Computation
1 Computers & Operations Research
1 Journal of Economic Dynamics & Control
1 Neural Computation
1 Economics Letters
1 Computational Statistics and Data Analysis
1 INFORMS Journal on Computing
1 Informatica (Vilnius)
1 Scandinavian Actuarial Journal
1 Quantitative Finance
1 Theory and Practice of Logic Programming
1 Statistical Applications in Genetics and Molecular Biology
1 MATCH - Communications in Mathematical and in Computer Chemistry
1 Advances in Data Analysis and Classification. ADAC
1 Journal of Physics A: Mathematical and Theoretical
1 Electronic Journal of Statistics
1 The Annals of Applied Statistics
1 Sankhyā. Series B
1 SIAM Journal on Mathematics of Data Science

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