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Books and Theses
- 2019
[b1]Luca Pedrelli:
Deep Reservoir Computing: A Novel Class of Deep Recurrent Neural Networks. University of Pisa, Italy, 2019
Journal Articles
- 2022
- [j4]Luca Pedrelli, Xavier Hinaut
:
Hierarchical-Task Reservoir for Online Semantic Analysis From Continuous Speech. IEEE Trans. Neural Networks Learn. Syst. 33(6): 2654-2663 (2022) - 2018
- [j3]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Design of deep echo state networks. Neural Networks 108: 33-47 (2018) - 2017
- [j2]Davide Bacciu, Stefano Chessa, Claudio Gallicchio, Alessio Micheli, Luca Pedrelli, Erina Ferro, Luigi Fortunati, Davide La Rosa, Filippo Palumbo, Federico Vozzi, Oberdan Parodi:
A learning system for automatic Berg Balance Scale score estimation. Eng. Appl. Artif. Intell. 66: 60-74 (2017) - [j1]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Deep reservoir computing: A critical experimental analysis. Neurocomputing 268: 87-99 (2017)
Conference and Workshop Papers
- 2024
- [c10]Andrea Ceni, Peter Ford Dominey, Claudio Gallicchio, Alessio Micheli, Luca Pedrelli, Domenico Tortorella:
Continuously Deep Recurrent Neural Networks. ECML/PKDD (7) 2024: 59-73 - 2023
- [c9]Alessio Micheli, Marco Natali, Luca Pedrelli, Lorenzo Simone, Maria-Aurora Morales, Marcello Piacenti, Federico Vozzi:
Analysis and Interpretation of ECG Time Series Through Convolutional Neural Networks in Brugada Syndrome Diagnosis. ICANN (4) 2023: 26-36 - 2021
- [c8]Luca Pedrelli, Marco Tramontano, Giuseppe Vannozzi, Andrea Mannini:
Deep Echo State Networks for Functional Ambulation Categories Estimation. ESANN 2021 - 2020
- [c7]Nathan Trouvain, Luca Pedrelli, Thanh Trung Dinh, Xavier Hinaut:
ReservoirPy: An Efficient and User-Friendly Library to Design Echo State Networks. ICANN (2) 2020: 494-505 - [c6]Luca Pedrelli, Xavier Hinaut:
Hierarchical-Task Reservoir for Anytime POS Tagging from Continuous Speech. IJCNN 2020: 1-8 - 2019
- [c5]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Comparison between DeepESNs and gated RNNs on multivariate time-series prediction. ESANN 2019 - [c4]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Fast Spectral Radius Initialization for Recurrent Neural Networks. INNSBDDL 2019: 380-390 - 2018
- [c3]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Deep Echo State Networks for Diagnosis of Parkinson's Disease. ESANN 2018 - 2015
- [c2]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli, Luigi Fortunati, Federico Vozzi, Oberdan Parodi:
A Reservoir Computing Approach for Balance Assessment. AALTD@PKDD/ECML (Revised Selected Papers) 2015: 65-77 - [c1]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli, Federico Vozzi, Oberdan Parodi:
Preliminary Experimental Analysis of Reservoir Computing Approach for Balance Assessment. AALTD@PKDD/ECML 2015
Parts in Books or Collections
- 2020
- [p1]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Hierarchical Temporal Representation in Linear Reservoir Computing. Neural Advances in Processing Nonlinear Dynamic Signals 2020: 119-129
Informal and Other Publications
- 2018
- [i3]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Deep Echo State Networks for Diagnosis of Parkinson's Disease. CoRR abs/1802.06708 (2018) - [i2]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Comparison between DeepESNs and gated RNNs on multivariate time-series prediction. CoRR abs/1812.11527 (2018) - 2017
- [i1]Claudio Gallicchio, Alessio Micheli, Luca Pedrelli:
Hierarchical Temporal Representation in Linear Reservoir Computing. CoRR abs/1705.05782 (2017)
Coauthor Index
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