Science and technology for the explanation of AI decision making

Investigating Debiasing Effects on Classification and Explainability

Autores: Marchiori Manerba Marta, Morini Virginia
Publicado en: Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2022
Editor: Springer, Cham
DOI: 10.1007/978-3-031-23618-1_32

Explaining Siamese Networks in Few-Shot Learning for Audio Data

Autores: Fedele Andrea, Guidotti Riccardo, Pedreschi Dino
Publicado en: Discovery Science 25th International Conference, DS 2022, Proceedings, 2022
Editor: Springer, Cham
DOI: 10.1007/978-3-031-18840-4_36

TRIPLEx: Triple Extraction for Explanation

Autores: Mattia Setzu, Anna Monreale, Pasquale Minervini
Publicado en: IEEE Third International Conference on Cognitive Machine Intelligence (CogMI), 2021
Editor: IEEE
DOI: 10.1109/cogmi52975.2021.00015

Geolet: An Interpretable Model for Trajectory Classification

Autores: Landi Cristiano,Spinnato Francesco, Guidotti Riccardo, Monreale Anna, Nanni Mirco
Publicado en: Proceedings of the 2023 conference Advances in Intelligent Data Analysis XXI, 2023
Editor: Springer, Cham
DOI: 10.1007/978-3-031-30047-9_19

Privacy Risk of Global Explainers

Autores: Francesca Naretto, Anna Monreale, Fosca Giannotti
Publicado en: Proceedings of the First International Conference on Hybrid Human-Artificial Intelligence, 2022
Editor: IOS Press
DOI: 10.3233/faia220206

Explaining Image Classifiers Generating Exemplars and Counter-Exemplars from Latent Representations

Autores: Guidotti Riccardo, Monreale Anna, Matwin Stan, Pedreschi Dino
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, 2020
Editor: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aaai.v34i09.7116

Explaining Any Time Series Classifier

Autores: Riccardo Guidotti, Anna Monreale, Francesco Spinnato, Dino Pedreschi, Fosca Giannotti
Publicado en: IEEE Second International Conference on Cognitive Machine Intelligence (CogMI), 2020, Página(s) 167-176
Editor: IEEE
DOI: 10.1109/cogmi50398.2020.00029

Exemplars and Counterexemplars Explanations for Skin Lesion Classifiers

Autores: Carlo Metta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo
Publicado en: Volume 354: HHAI2022: Augmenting Human Intellect, 2022
Editor: IOS Press
DOI: 10.3233/faia220209

Data-Agnostic Local Neighborhood Generation

Autores: Riccardo Guidotti, Anna Monreale
Publicado en: 2020 IEEE International Conference on Data Mining (ICDM), 2020, Página(s) 1040-1045, ISBN 978-1-7281-8316-9
Editor: IEEE
DOI: 10.1109/icdm50108.2020.00122

Understanding the impact of explanations on advice-taking: a user study for AI-based clinical Decision Support Systems

Autores: Cecilia Panigutti, Andrea Beretta, Fosca Giannotti, Dino Pedreschi
Publicado en: CHI '22: CHI Conference on Human Factors in Computing Systems, 2022, ISBN 9781450391573
Editor: Association for Computing Machinery
DOI: 10.1145/3491102.3502104

Evaluating the Privacy Exposure of Interpretable Global Explainers

Autores: Naretto Francesca, Monreale Anna, Giannotti Fosca
Publicado en: IEEE 4th International Conference on Cognitive Machine Intelligence (CogMI), 2022
Editor: IEEE
DOI: 10.1109/cogmi56440.2022.00012

FairShades: Fairness Auditing via Explainability in Abusive Language Detection Systems

Autores: Marchiori Manerba, Marta; Guidotti, Riccardo
Publicado en: 2021 IEEE Third International Conference on Cognitive Machine Intelligence (CogMI), 2021
Editor: IEEE Computer Society
DOI: 10.1109/cogmi52975.2021.00014

Transparent Latent Space Counterfactual Explanations for Tabular Data

Autores: Bodria Francesco, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi
Publicado en: 2022
Editor: IEEE
DOI: 10.1109/dsaa54385.2022.10032407

Predicting and Explaining Privacy Risk Exposure in Mobility Data

Autores: Francesca Naretto, Roberto Pellungrini, Anna Monreale, Franco Maria Nardini, Mirco Musolesi
Publicado en: Discovery Science Conference, 2020, Página(s) 403-418
Editor: Springer
DOI: 10.1007/978-3-030-61527-7_27

Explaining Crash Predictions on~Multivariate Time Series Data

Autores: Spinnato Francesco, Guidotti Riccardo, Nanni Mirco, Maccagnola Daniele, Paciello Giulia, Bencini Farina Antonio
Publicado en: Discovery Science 25th International Conference, DS 2022, Montpellier, France, October 10–12, 2022, Proceedings, 2022
Editor: Springer, Cham
DOI: 10.1007/978-3-031-18840-4_39

Ensemble of Counterfactual Explainers

Autores: Guidotti, Riccardo; Ruggieri, Salvatore
Publicado en: Discovery Science: 24th International Conference, DS 2021, 2021
Editor: ACM
DOI: 10.1007/978-3-030-88942-5_28

Prediction and Explanation of Privacy Risk on Mobility Data with Neural Networks

Autores: Francesca Naretto, Roberto Pellungrini, Franco Maria Nardini, Fosca Giannotti
Publicado en: ECML PKDD 2020 Workshops, 2020
Editor: Springer, Cham
DOI: 10.1007/978-3-030-65965-3_34

AUC-based Selective Classification

Autores: Pugnana Andrea, Ruggieri Salvatore
Publicado en: Proceedings of The 26th International Conference on Artificial Intelligence and Statistics, 2023
Editor: PMLR

Designing Shapelets for Interpretable Data-Agnostic Classification

Autores: Guidotti, Riccardo; Monreale, Anna
Publicado en: AIES '21: Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society, 2021
Editor: ACM
DOI: 10.1145/3461702.3462553

Interpretable Latent Space to Enable Counterfactual Explanations

Autores: Francesco Bodria, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi
Publicado en: Lecture Notes in Artificial Intelligence (LNAI), 2022, ISSN 0302-9743
Editor: Springer Cham
DOI: 10.1007/978-3-031-18840-4_37

Doctor XAI: an ontology-based approach to black-box sequential data classification explanations

Autores: Cecilia Panigutti,Alan Perotti,Dino Pedreschi
Publicado en: FAT* '20: Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, 2020, Página(s) 629–639
Editor: ACM
DOI: 10.1145/3351095.3372855

Explaining Sentiment Classification with Synthetic Exemplars and Counter-Exemplars

Autores: Orestis Lampridis, Riccardo Guidotti, Salvatore Ruggieri
Publicado en: Lecture Notes in Computer Science, 2020
Editor: Springer
DOI: 10.1007/978-3-030-61527-7_24

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

Autores: Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti
Publicado en: Artificial Intelligence, Edición 294, 2021, ISSN 0004-3702
Editor: Elsevier BV
DOI: 10.1016/j.artint.2021.103457

Improving trust and confidence in medical skin lesion diagnosis through explainable deep learning

Autores: Carlo Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo, Fosca Giannotti
Publicado en: International Journal of Data Science and Analytics, 2023, ISSN 2364-415X
Editor: Springer Science+Business Media
DOI: 10.1007/s41060-023-00401-z

Explainable AI for Time Series Classification: A Review, Taxonomy and Research Directions

Autores: Andreas Theissler, Francesco Spinnato, Udo Schlegel, Riccardo Guidotti
Publicado en: IEEE Access (Volume: 10), 2022, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3207765

Evaluating local explanation methods on ground truth

Autores: Guidotti, Riccardo
Publicado en: Artificial Intelligence, 2020, ISSN 0004-3702
Editor: Elsevier BV
DOI: 10.1016/j.artint.2020.103428

Occlusion-Based Explanations in Deep Recurrent Models for Biomedical Signals

Autores: Michele Resta, Anna Monreale, Davide Bacciu
Publicado en: Entropy, Edición 8, 2021, ISSN 1099-4300
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e23081064

Counterfactual explanations and how to find them: literature review and benchmarking

Autores: Riccardo Guidotti
Publicado en: Data Mining and Knowledge Discovery, 2022, ISSN 1384-5810
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10618-022-00831-6

Exemplars and Counterexemplars Explanations for Image Classifiers, Targeting Skin Lesion Labeling

Autores: Metta, Carlo; Guidotti, Riccardo; Yin, Yuan; Gallinari, Patrick; Rinzivillo, Salvatore
Publicado en: 2021 IEEE Symposium on Computers and Communications (ISCC), 2021, ISSN 2642-7389
Editor: IEEE
DOI: 10.1109/iscc53001.2021.9631485

FairLens: Auditing black-box clinical decision support systems

Autores: Cecilia Panigutti, Alan Perotti, André Panisson, Paolo Bajardi, Dino Pedreschi
Publicado en: Information Processing & Management, Edición 58, 2021, ISSN 0306-4573
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.ipm.2021.102657

Factual and Counterfactual Explanations for Black Box Decision Making

Autores: Guidotti, R., Monreale, A., Giannotti, F., Pedreschi, D., Ruggieri, S., Turini, F.
Publicado en: IEEE Intelligent Systems, 2019, Página(s) 14 - 23, ISSN 1541-1672
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mis.2019.2957223

Co-design of human-centered, explainable AI for clinical decision support

Autores: Panigutti, C., Beretta, A., Fadda, D., Giannotti, F., Pedreschi, D., Perotti, A., Rinzivillo, S.
Publicado en: ACM Transactions on Interactive Intelligent Systems, 2023, ISSN 2160-6455
Editor: Association for Computing Machinery (ACM)
DOI: 10.1145/3587271

Benchmarking and survey of explanation methods for black box models

Autores: Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo
Publicado en: Data Mining and Knowledge Discovery, Edición Volume 37 Edición 3, May 2023, 2023, ISSN 1384-5810
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10618-023-00933-9

Understanding peace through the world news

Autores: Voukelatou Vasiliki, Miliou Ioanna, Giannotti Fosca, Pappalardo Luca
Publicado en: EPJ Data Science, 2022, ISSN 2193-1127
Editor: Springer Science and Business Media LLC
DOI: 10.1140/epjds/s13688-022-00315-z

Deriving a Single Interpretable Model by Merging Tree-Based Classifiers

Autores: Valerio Bonsignori, Riccardo Guidotti, Anna Monreale
Publicado en: Discovery Science, 2021, ISSN 0302-9743
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-88942-5_27

Principles of Explainable Artificial Intelligence

Autores: Riccardo Guidotti, Anna Monreale, Dino Pedreschi, Fosca Giannotti
Publicado en: Explainable AI Within the Digital Transformation and Cyber Physical Systems, 2021, Página(s) 9-31, ISBN 978-3-030-76409-8
Editor: Springer, Cham
DOI: 10.1145/3461702.3462553

Opening the black box: a primer for anti-discrimination

Autores: Ruggieri Salvatore, Giannotti Fosca, Guidotti Riccardo, Monreale Anna, Pedreschi Dino, Turini Franco
Publicado en: ANNUARIO DI DIRITTO COMPARATO E DI STUDI LEGISLATIVI, 2021, ISSN 2039-9871
Editor: Esi - Edizioni scientifiche Italiane

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