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Benchmarking and Survey of Explanation Methods for Black Box Models


Feb 25, 2021
Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo

* This work is currently under review on an international journal 

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Home and destination attachment: study of cultural integration on Twitter


Feb 22, 2021
Jisu Kim, Alina Sîrbu, Giulio Rossetti, Fosca Giannotti, Hillel Rapoport

* 19 pages, 10 figure and 4 tables 

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GLocalX -- From Local to Global Explanations of Black Box AI Models


Jan 26, 2021
Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti

* 27 pages, 2 figures, submitted to "Special Issue on: Explainable AI (XAI) for Web-based Information Processing" 

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Predicting seasonal influenza using supermarket retail records


Dec 17, 2020
Ioanna Miliou, Xinyue Xiong, Salvatore Rinzivillo, Qian Zhang, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi, Alessandro Vespignani

* 17 pages, 2 figures, 4 tables (1 in appendix), 1 algorithm, submitted to PLOS Computational Biology 

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Open the Black Box Data-Driven Explanation of Black Box Decision Systems


Jun 26, 2018
Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Salvatore Ruggieri, Franco Turini


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A Survey Of Methods For Explaining Black Box Models


Jun 21, 2018
Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini, Dino Pedreschi, Fosca Giannotti

* This work is currently under review on an international journal 

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Local Rule-Based Explanations of Black Box Decision Systems


May 28, 2018
Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Dino Pedreschi, Franco Turini, Fosca Giannotti


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PlayeRank: Multi-dimensional and role-aware rating of soccer player performance


Feb 16, 2018
Luca Pappalardo, Paolo Cintia, Paolo Ferragina, Emanuele Massucco, Dino Pedreschi, Fosca Giannotti


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Human Perception of Performance


Dec 05, 2017
Luca Pappalardo, Paolo Cintia, Dino Pedreschi, Fosca Giannotti, Albert-Laszlo Barabasi


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