Classifiers for the detection of flood-prone areas using remote sensed elevation data M Degiorgis, G Gnecco, S Gorni, G Roth, M Sanguineti, AC Taramasso Journal of hydrology 470, 302-315, 2012 | 163 | 2012 |
Approximating networks and extended Ritz method for the solution of functional optimization problems R Zoppoli, M Sanguineti, T Parisini Journal of Optimization Theory and Applications 112, 403-440, 2002 | 160 | 2002 |
Comparison of worst case errors in linear and neural network approximation V Kurková, M Sanguineti IEEE Transactions on Information Theory 48 (1), 264-275, 2002 | 156 | 2002 |
Bounds on rates of variable-basis and neural-network approximation V Kurková, M Sanguineti IEEE Transactions on Information Theory 47 (6), 2659, 2001 | 131 | 2001 |
Nonlinear stabilization by receding-horizon neural regulators T Parisini, M Sanguineti, R Zoppoli International Journal of Control 70 (3), 341-362, 1998 | 119 | 1998 |
Error estimates for approximate optimization by the extended Ritz method V Kurková, M Sanguineti SIAM Journal on Optimization 15 (2), 461-487, 2005 | 86 | 2005 |
Learning with generalization capability by kernel methods of bounded complexity V Kůrková, M Sanguineti Journal of Complexity 21 (3), 350-367, 2005 | 68 | 2005 |
Neural approximations for optimal control and decision R Zoppoli, M Sanguineti, G Gnecco, T Parisini Springer International Publishing, 2020 | 63 | 2020 |
Complexity of Gaussian-radial-basis networks approximating smooth functions PC Kainen, V Kůrková, M Sanguineti Journal of Complexity 25 (1), 63-74, 2009 | 59 | 2009 |
Dependence of computational models on input dimension: Tractability of approximation and optimization tasks PC Kainen, V Kurkova, M Sanguineti IEEE Transactions on Information Theory 58 (2), 1203-1214, 2012 | 55 | 2012 |
Approximation error bounds via Rademacher complexity G Gnecco, M Sanguineti Applied Mathematical Sciences 2, 153-176, 2008 | 52 | 2008 |
Foundations of support constraint machines G Gnecco, M Gori, S Melacci, M Sanguineti Neural computation 27 (2), 388-480, 2015 | 48 | 2015 |
Geometric upper bounds on rates of variable-basis approximation V Kurková, M Sanguineti IEEE Transactions on Information Theory 54 (12), 5681-5688, 2008 | 48 | 2008 |
Regularization techniques and suboptimal solutions to optimization problems in learning from data G Gnecco, M Sanguineti Neural Computation 22 (3), 793-829, 2010 | 44 | 2010 |
The weight-decay technique in learning from data: An optimization point of view G Gnecco, M Sanguineti Computational Management Science 6, 53-79, 2009 | 44 | 2009 |
Design of asymptotic estimators: an approach based on neural networks and nonlinear programming A Alessandri, C Cervellera, M Sanguineti IEEE Transactions on Neural Networks 18 (1), 86-96, 2007 | 44 | 2007 |
An approach to transportation network analysis via transferable utility games Y Hadas, G Gnecco, M Sanguineti Transportation Research Part B: Methodological 105, 120-143, 2017 | 43 | 2017 |
Probabilistic lower bounds for approximation by shallow perceptron networks V Kůrková, M Sanguineti Neural Networks 91, 34-41, 2017 | 40 | 2017 |
Dynamic programming and value-function approximation in sequential decision problems: Error analysis and numerical results M Gaggero, G Gnecco, M Sanguineti Journal of Optimization Theory and Applications 156, 380-416, 2013 | 38 | 2013 |
A recursive algorithm for nonlinear least-squares problems A Alessandri, M Cuneo, S Pagnan, M Sanguineti Computational Optimization and Applications 38 (2), 195-216, 2007 | 37 | 2007 |