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2020 – today
- 2024
[j4]Francesco Spinnato
, Riccardo Guidotti, Anna Monreale, Mirco Nanni:
Fast, Interpretable, and Deterministic Time Series Classification With a Bag-of-Receptive-Fields. IEEE Access 12: 137893-137912 (2024)- [j3]Andrea Cossu, Francesco Spinnato, Riccardo Guidotti, Davide Bacciu:
Drifting explanations in continual learning. Neurocomputing 597: 127960 (2024) - [j2]Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni, Dino Pedreschi, Fosca Giannotti:
Understanding Any Time Series Classifier with a Subsequence-based Explainer. ACM Trans. Knowl. Discov. Data 18(2): 36:1-36:34 (2024) - [c7]Mario Bianchi, Francesco Spinnato, Riccardo Guidotti, Daniele Maccagnola, Antonio Bencini Farina:
Multivariate Asynchronous Shapelets for Imbalanced Car Crash Predictions. DS 2024: 150-166 - [c6]Francesco Spinnato, Andrea Cossu, Riccardo Guidotti, Andrea Ceni, Claudio Gallicchio, Davide Bacciu:
Enhancing Echo State Networks with Gradient-based Explainability Methods. ESANN 2024 - 2023
- [c5]Mattia Poggioli, Francesco Spinnato, Riccardo Guidotti:
Text to Time Series Representations: Towards Interpretable Predictive Models. DS 2023: 230-245 - [c4]Andrea Cossu, Francesco Spinnato, Riccardo Guidotti, Davide Bacciu:
A Protocol for Continual Explanation of SHAP. ESANN 2023 - [c3]Cristiano Landi, Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni:
Geolet: An Interpretable Model for Trajectory Classification. IDA 2023: 236-248 - [i4]Angelica Liguori, Luciano Caroprese, Marco Minici, Bruno Veloso, Francesco Spinnato, Mirco Nanni, Giuseppe Manco, João Gama:
Modeling Events and Interactions through Temporal Processes - A Survey. CoRR abs/2303.06067 (2023) - [i3]Andrea Cossu, Francesco Spinnato, Riccardo Guidotti, Davide Bacciu:
A Protocol for Continual Explanation of SHAP. CoRR abs/2306.07218 (2023) - [i2]Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni:
A Bag of Receptive Fields for Time Series Extrinsic Predictions. CoRR abs/2311.18029 (2023) - [i1]Francesco Spinnato, Riccardo Guidotti, Anna Monreale:
An Explanation that LASTS: Understanding Any Time Series Classifier. ERCIM News 2023(134) (2023) - 2022
- [j1]Andreas Theissler, Francesco Spinnato, Udo Schlegel, Riccardo Guidotti:
Explainable AI for Time Series Classification: A Review, Taxonomy and Research Directions. IEEE Access 10: 100700-100724 (2022) - [c2]Francesco Spinnato, Riccardo Guidotti, Mirco Nanni, Daniele Maccagnola, Giulia Paciello, Antonio Bencini Farina:
Explaining Crash Predictions on Multivariate Time Series Data. DS 2022: 556-566 - 2020
- [c1]Riccardo Guidotti, Anna Monreale, Francesco Spinnato, Dino Pedreschi, Fosca Giannotti:
Explaining Any Time Series Classifier. CogMI 2020: 167-176
Coauthor Index
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