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Riccardo Guidotti
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A survey of methods for explaining black box models
R Guidotti, A Monreale, S Ruggieri, F Turini, F Giannotti, D Pedreschi
ACM computing surveys (CSUR) 51 (5), 1-42, 2018
54832018
Factual and counterfactual explanations for black box decision making
R Guidotti, A Monreale, F Giannotti, D Pedreschi, S Ruggieri, F Turini
IEEE Intelligent Systems 34 (6), 14-23, 2019
938*2019
Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence
S Ali, T Abuhmed, S El-Sappagh, K Muhammad, JM Alonso-Moral, ...
Information fusion 99, 101805, 2023
8222023
Counterfactual explanations and how to find them: literature review and benchmarking
R Guidotti
Data Mining and Knowledge Discovery 38 (5), 2770-2824, 2024
4472024
Meaningful Explanations of Black Box AI Decision Systems
D Pedreschi, F Giannotti, R Guidotti, A Monreale, S Ruggieri, F Turini
326*2019
Benchmarking and survey of explanation methods for black box models
F Bodria, F Giannotti, R Guidotti, F Naretto, D Pedreschi, S Rinzivillo
Data Mining and Knowledge Discovery 37 (5), 1719-1778, 2023
2862023
Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions
L Longo, M Brcic, F Cabitza, J Choi, R Confalonieri, J Del Ser, R Guidotti, ...
Information Fusion 106, 102301, 2024
2042024
Glocalx-from local to global explanations of black box ai models
M Setzu, R Guidotti, A Monreale, F Turini, D Pedreschi, F Giannotti
Artificial Intelligence 294, 103457, 2021
1592021
Explainable AI for time series classification: a review, taxonomy and research directions
A Theissler, F Spinnato, U Schlegel, R Guidotti
Ieee Access 10, 100700-100724, 2022
1492022
Human migration: The big data perspective
A Sîrbu, G Andrienko, N Andrienko, C Boldrini, M Conti, F Giannotti, ...
International Journal of Data Science and Analytics 11, 341-360, 2021
1302021
Myway: Location prediction via mobility profiling
R Trasarti, R Guidotti, A Monreale, F Giannotti
Information Systems 64, 350-367, 2017
1122017
Evaluating local explanation methods on ground truth
R Guidotti
Artificial Intelligence 291, 103428, 2021
1062021
Black box explanation by learning image exemplars in the latent feature space
R Guidotti, A Monreale, S Matwin, D Pedreschi
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2020
1042020
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment
M Nanni, G Andrienko, AL Barabási, C Boldrini, F Bonchi, C Cattuto, ...
Ethics and Information Technology 23 (1), 1-6, 2021
792021
Explaining any time series classifier
R Guidotti, A Monreale, F Spinnato, D Pedreschi, F Giannotti
2020 IEEE second international conference on cognitive machine intelligence …, 2020
572020
On the stability of interpretable models
R Guidotti, S Ruggieri
2019 international joint conference on neural networks (IJCNN), 1-8, 2019
56*2019
Never drive alone: Boosting carpooling with network analysis
R Guidotti, M Nanni, S Rinzivillo, D Pedreschi, F Giannotti
Information Systems 64, 237-257, 2017
532017
The GRAAL of carpooling: GReen And sociAL optimization from crowd-sourced data
M Berlingerio, B Ghaddar, R Guidotti, A Pascale, A Sassi
Transportation Research Part C: Emerging Technologies 80, 20-36, 2017
492017
Principles of explainable artificial intelligence
R Guidotti, A Monreale, D Pedreschi, F Giannotti
Explainable AI within the digital transformation and cyber physical systems …, 2021
422021
Personalized market basket prediction with temporal annotated recurring sequences
R Guidotti, G Rossetti, L Pappalardo, F Giannotti, D Pedreschi
IEEE Transactions on Knowledge and Data Engineering, 2018
412018
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