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 | 115 | 2022 |
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 | 53 | 2020 |
Geolet: An Interpretable Model for Trajectory Classification C Landi, F Spinnato, R Guidotti, A Monreale, M Nanni International Symposium on Intelligent Data Analysis, 236-248, 2023 | 4 | 2023 |
Understanding Any Time Series Classifier with a Subsequence-based Explainer F Spinnato, R Guidotti, A Monreale, M Nanni, D Pedreschi, F Giannotti ACM Transactions on Knowledge Discovery from Data 18 (2), 1-34, 2023 | 3 | 2023 |
Modeling Events and Interactions through Temporal Processes--A Survey A Liguori, L Caroprese, M Minici, B Veloso, F Spinnato, M Nanni, ... arXiv preprint arXiv:2303.06067, 2023 | 3 | 2023 |
Explaining crash predictions on multivariate time series data F Spinnato, R Guidotti, M Nanni, D Maccagnola, G Paciello, AB Farina International Conference on Discovery Science, 556-566, 2022 | 2 | 2022 |
Enhancing Echo State Networks with Gradient-based Explainability Methods F Spinnato, A Cossu, R Guidotti, A Ceni, C Gallicchio, D Bacciu ESANN, 2024 | 1 | 2024 |
A Protocol for Continual Explanation of SHAP A Cossu, F Spinnato, R Guidotti, D Bacciu arXiv preprint arXiv:2306.07218, 2023 | 1 | 2023 |
Fast, Interpretable and Deterministic Time Series Classification with a Bag-Of-Receptive-Fields F Spinnato, R Guidotti, A Monreale, M Nanni IEEE Access, 2024 | | 2024 |
Drifting explanations in continual learning A Cossu, F Spinnato, R Guidotti, D Bacciu Neurocomputing, 127960, 2024 | | 2024 |
A Bag of Receptive Fields for Time Series Extrinsic Predictions F Spinnato, R Guidotti, A Monreale, M Nanni arXiv preprint arXiv:2311.18029, 2023 | | 2023 |
Text to Time Series Representations: Towards Interpretable Predictive Models M Poggioli, F Spinnato, R Guidotti International Conference on Discovery Science, 230-245, 2023 | | 2023 |
An Explanation that LASTS: Understanding Any Time Series Classifier. F Spinnato, R Guidotti, A Monreale ERCIM News 2023 (134), 2023 | | 2023 |
A Model Agnostic Local Explainer for Time Series Black-Box Classifiers F SPINNATO | | 2020 |
UNIVERSITA DI PISA R Guidotti, F Spinnato, M Poggioli | | |
Stima indiretta del Pil mensile italiano: procedure statistiche e primi risultati F Spinnato | | |