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Stefano Melacci
Stefano Melacci
Associate Professor, University of Siena, Italy
Verified email at diism.unisi.it - Homepage
Title
Cited by
Cited by
Year
Laplacian Support Vector Machines Trained in the Primal
S Melacci, M Belkin
Journal of Machine Learning Research 12, 1149-1184, 2011
4222011
Machine Learning: A constraint-based approach
M Gori, A Betti, S Melacci
Elsevier, 2023
1162023
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
M Espinosa Zarlenga, P Barbiero, G Ciravegna, G Marra, F Giannini, ...
Advances in Neural Information Processing Systems 35, 21400-21413, 2022
94*2022
Entropy-based logic explanations of neural networks
P Barbiero, G Ciravegna, F Giannini, P Lió, M Gori, S Melacci
Proceedings of the AAAI Conference on Artificial Intelligence 36 (6), 6046-6054, 2022
702022
Logic explained networks
G Ciravegna, P Barbiero, F Giannini, M Gori, P Lió, M Maggini, S Melacci
Artificial Intelligence 314, 103822, 2023
592023
Foundations of support constraint machines
G Gnecco, M Gori, S Melacci, M Sanguineti
Neural computation 27 (2), 388-480, 2015
482015
Gravitational laws of focus of attention
D Zanca, S Melacci, M Gori
IEEE transactions on pattern analysis and machine intelligence 42 (12), 2983 …, 2019
472019
Human-Driven FOL Explanations of Deep Learning
G Ciravegna, F Giannini, M Gori, M Maggini, S Melacci
IJCAI, 2234-2240, 2020
372020
Neural poetry: Learning to generate poems using syllables
A Zugarini, S Melacci, M Maggini
Artificial Neural Networks and Machine Learning–ICANN 2019: Text and Time …, 2019
352019
A template-based approach to automatic face enhancement
S Melacci, L Sarti, M Maggini, M Gori
Pattern Analysis & Applications 13 (3), 289-300, 2010
342010
Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers
S Melacci, G Ciravegna, A Sotgiu, A Demontis, B Biggio, M Gori, F Roli
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021
31*2021
Unsupervised Learning by Minimal Entropy Encoding
S Melacci, M Gori
IEEE Transactions on Neural Networks and Learning Systems 23 (12), 1849-1861, 2012
282012
A neural network approach to similarity learning
S Melacci, L Sarti, M Maggini, M Bianchini
Artificial Neural Networks in Pattern Recognition, 133-136, 2008
272008
Constraint Verification With Kernel Machines
M Gori, S Melacci
IEEE Transactions on Neural Networks and Learning Systems 24 (5), 825-831, 2013
252013
Deep constraint-based propagation in graph neural networks
M Tiezzi, G Marra, S Melacci, M Maggini
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (2), 727-739, 2021
23*2021
Learning with mixed hard/soft pointwise constraints
G Gnecco, M Gori, S Melacci, M Sanguineti
IEEE transactions on neural networks and learning systems 26 (9), 2019-2032, 2014
222014
Cognitive action laws: The case of visual features
A Betti, M Gori, S Melacci
IEEE transactions on neural networks and learning systems 31 (3), 938-949, 2019
212019
Learning from pairwise constraints by similarity neural networks
M Maggini, S Melacci, L Sarti
Neural Networks 23, 141-158, 2011
212011
A constraint-based approach to learning and explanation
G Ciravegna, F Giannini, S Melacci, M Maggini, M Gori
Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 3658-3665, 2020
202020
Semi–supervised Learning with Constraints for Multi–view Object Recognition
S Melacci, M Maggini, M Gori
Artificial Neural Networks–ICANN 2009, 653-662, 2009
192009
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