Items where Author is "Sanguineti, Marcello"

Article

Gnecco, Giorgio and Bemporad, Alberto and Gori, Marco and Sanguineti, Marcello LQG Online Learning. Neural Computation, 29 (8). pp. 2203-2291. ISSN 0899-7667 (2017)

Gnecco, Giorgio and Morisi, Rita and Roth, Giorgio and Sanguineti, Marcello and Taramasso, Angela Celeste Supervised and semi-supervised classifiers for the detection of flood-prone areas. Soft Computing. A Fusion of Foundations, Methodologies and Applications. pp. 1-13. ISSN 1432-7643 (In Press) (2016)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning With Mixed Hard/Soft Pointwise Constraints. IEEE Transactions on Neural Networks and Learning Systems, 26 (9). pp. 2019-2032. ISSN 2162-237X (2015)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello Narrowing the Search for Optimal Call-Admission Policies Via a Nonlinear Stochastic Knapsack Model. Journal of Optimization Theory and Applications, 164 (3). pp. 819-841. ISSN 0022-3239 (2015)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Foundations of Support Constraint Machines. Neural Computation, 27 (2). pp. 388-480. ISSN 0899-7667 (2015)

Gaggero, Mauro and Gnecco, Giorgio and Sanguineti, Marcello Approximate dynamic programming for stochastic N-stage optimization with application to optimal consumption under uncertainty. Computational Optimization and Applications, 58 (1). pp. 31-85. ISSN 0926-6003 (2014)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello A Theoretical Framework for Supervised Learning from Regions. Neurocomputing, 129. pp. 25-32. ISSN 0925-2312 (2014)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello Evaluation of the Average Packet Delivery Delay in Highly-Disrupted Networks: The DTN and IP-like Protocol Cases. IEEE Communications Letters, 18 (3). pp. 519-522. ISSN 1089-7798 (2014)

Camurri, Antonio and Dardard, Floriane and Ghisio, Simone and Glowinski, Donald and Gnecco, Giorgio and Sanguineti, Marcello Exploiting the Shapley Value in the Estimation of the Position of a Point of Interest for a Group of Individuals. Procedia - Social and Behavioral Sciences, 108. 249 - 259. ISSN 1877-0428 (2014)

Gnecco, Giorgio and Glowinski, Donald and Camurri, Antonio and Sanguineti, Marcello On the detection of the level of attention in an orchestra through head movements. International Journal of Arts and Technology, 7 (4). pp. 316-338. ISSN 1754-8853 (2014)

Degiorgis, Massimiliano and Gnecco, Giorgio and Gorni, Silvia and Roth, Giorgio and Sanguineti, Marcello and Taramasso, Angela Celeste Flood hazard assessment via threshold binary classifiers: case study of the Tanaro River basin. Irrigation and Drainage, 62 (S2). pp. 1-10. ISSN 1531-0353 (2013)

Gnecco, Giorgio and Gori, Marco and Sanguineti, Marcello Learning with Boundary Conditions. Neural Computation, 25 (4). pp. 1029-1106. ISSN 0899-7667 (2013)

Gaggero, Mauro and Gnecco, Giorgio and Sanguineti, Marcello Dynamic Programming and Value-Function Approximation in Sequential Decision Problems: Error Analysis and Numerical Results. Journal of Optimization Theory and Applications, 156 (2). pp. 380-416. ISSN 0022-3239 (2013)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello Optimality conditions for coordinate-convex policies in CAC with nonlinear feasibility boundaries. IEEE/ACM Transactions on Networking, 21 (5). pp. 1363-1377. ISSN 1063-6692 (2013)

Gnecco, Giorgio and Kůrková, Věra and Sanguineti, Marcello Accuracy of Approximations of Solutions to Fredholm Equations by Kernel Methods. Applied Mathematics and Computation, 218 (14). 7481 - 7497. ISSN 0096-3003 (2012)

Degiorgis, Massimiliano and Gnecco, Giorgio and Gorni, Silvia and Roth, Giorgio and Sanguineti, Marcello and Taramasso, Angela Celeste Classifiers for the Detection of Flood-Prone Areas Using Remote Sensed Elevation Data. Journal of Hydrology, 470-1. pp. 302-315. ISSN 0022-1694 (2012)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello A Model of Buffer Occupancy for ICNs. IEEE Communications Letters, 16 (6). pp. 862-865. ISSN 1089-7798 (2012)

Gnecco, Giorgio and Sanguineti, Marcello New insights into Witsenhausen’s counterexample. Optimization Letters, 6 (7). pp. 1425-1446. ISSN 1862-4472 (2012)

Gnecco, Giorgio and Sanguineti, Marcello and Gaggero, Mauro Suboptimal Solutions to Team Optimization Problems with Stochastic Information Structure. SIAM Journal on Optimization, 22 (1). pp. 212-243. ISSN 1052-6234 (2012)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello CAC with Nonlinearly-Constrained Feasibility Regions. IEEE Communications Letters, 15 (4). pp. 467-469. ISSN 1089-7798 (2011)

Gnecco, Giorgio and Kůrková, Věra and Sanguineti, Marcello Can Dictionary-Based Computational Models Outperform the Best Linear Ones? Neural Networks , 24 (8). 881 - 887. ISSN 0893-6080 (2011)

Gnecco, Giorgio and Sanguineti, Marcello On a Variational Norm Tailored to Variable-Basis Approximation Schemes. IEEE Transactions on Information Theory, 57 (1). pp. 549-558. ISSN 0018-9448 (2011)

Gnecco, Giorgio and Kůrková, Věra and Sanguineti, Marcello Some Comparisons of Complexity in Dictionary-Based and Linear Computational Models. Neural Networks , 24 (2). pp. 171-182. ISSN 0893-6080 (2011)

Gnecco, Giorgio and Sanguineti, Marcello Team Optimization Problems with Lipschitz Continuous Strategies. Optimization Letters, 5 (2). pp. 333-346. ISSN 1862-4472 (2011)

Gnecco, Giorgio and Sanguineti, Marcello Editorial for the special issue: “Mathematical problems in engineering, aerospace and sciences”. Applied Mathematical Sciences, 4 (73). pp. 3621-3624. ISSN 1312-885X (2010)

Gnecco, Giorgio and Sanguineti, Marcello Error Bounds for Suboptimal Solutions to Kernel Principal Component Analysis. Optimization Letters, 4 (2). pp. 197-210. ISSN 1862-4472 (2010)

Gnecco, Giorgio and Sanguineti, Marcello Estimates of Variation with Respect to a Set and Applications to Optimization Problems. Journal of Optimization Theory and Applications, 145 (1). pp. 53-75. ISSN 0022-3239 (2010)

Gnecco, Giorgio and Sanguineti, Marcello Information Complexity of Functional Optimization Problems and Their Approximation Schemes. Mathematics in Engineering, Science and Aerospace (MESA), 1 (3). pp. 303-317. ISSN 2041-3165 (2010)

Alessandri, Angelo and Gnecco, Giorgio and Sanguineti, Marcello Minimizing Sequences for a Family of Functional Optimal Estimation Problems. Journal of Optimization Theory and Applications, 147 (2). pp. 243-262. ISSN 0022-3239 (2010)

Gnecco, Giorgio and Sanguineti, Marcello On Spectral Windows In Supervised Learning From Data. Information Processing Letters, 110 (23). 1031 - 1036. ISSN 0020-0190 (2010)

Gnecco, Giorgio and Sanguineti, Marcello Regularization Techniques and Suboptimal Solutions to Optimization Problems in Learning from Data. Neural Computation, 22 (3). pp. 793-829. ISSN 0899-7667 (2010)

Gnecco, Giorgio and Sanguineti, Marcello Suboptimal Solutions to Dynamic Optimization Problems via Approximations of the Policy Functions. Journal of Optimization Theory and Applications, 146 (3). pp. 764-794. ISSN 0022-3239 (2010)

Gnecco, Giorgio and Sanguineti, Marcello Accuracy of Suboptimal Solutions to Kernel Principal Component Analysis. Computational Optimization and Applications, 42 (2). pp. 265-287. ISSN 0926-6003 (2009)

Gnecco, Giorgio and Sanguineti, Marcello The Weight-Decay Technique in Learning from Data: An Optimization Point of View. Computational Management Science, 6 (1). pp. 53-79. ISSN 1619-697X (2009)

Gnecco, Giorgio and Sanguineti, Marcello Approximation Error Bounds via Rademacher's Complexity. Applied Mathematical Sciences, 2 (4). pp. 153-176. ISSN 1312-885X (2008)

Alessandri, Angelo and Gnecco, Giorgio and Sanguineti, Marcello Computationally Efficient Approximation Schemes for Functional Optimization. International Journal of Computer Research, 17 (1/2). pp. 153-189. ISSN 1535-6698 (2008)

Gnecco, Giorgio and Sanguineti, Marcello Estimates of the Approximation Error Using Rademacher Complexity: Learning Vector-Valued Functions. Journal of Inequalities and Applications, 2008. pp. 1-16. ISSN 1025-5834 (2008)

Gnecco, Giorgio and Sanguineti, Marcello Value and Policy Function Approximations in Infinite-Horizon Optimization Problems. Journal of Dynamical Systems and Geometric Theories, 6 (2). pp. 123-147. ISSN 1726-037X (2008)

Book Section

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning as Constraint Reactions. In: Artificial Neural Networks. Springer Series in Bio-/Neuroinformatics (4). Springer, pp. 245-270. ISBN 978-3-319-09903-3 (2015)

Gaggero, Mauro and Gnecco, Giorgio and Sanguineti, Marcello Suboptimal Policies for Stochastic N-Stage Optimization Problems: Accuracy Analysis and a Case Study from Optimal Consumption. In: Models and Methods in Economics and Management. International Series in Operations Research & Management Science (198). Springer, pp. 27-50. ISBN 978-3-319-00669-7 (2014)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning with Hard Constraints. In: Artificial Neural Networks and Machine Learning – ICANN 2013. Lecture notes in computer science (8131). Springer, pp. 146-153. ISBN 978-3-642-40728-4 (2013)

Gnecco, Giorgio and Badino, Leonardo and Camurri, Antonio and D’Ausilio, Alessandro and Fadiga, Luciano and Glowinski, Donald and Sanguineti, Marcello and Varni, Giovanna and Volpe, Gualtiero Towards Automated Analysis of Joint Music Performance in the Orchestra. In: Arts and Technology. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering (116). Springer, pp. 120-127. (2013)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello An Application to Two-Hop Forwarding of a Model of Buffer Occupancy in ICNs. In: Proceedings of the 7th International Conference on System of Systems Engineering (SoSE), 2012. IEEE, pp. 491-496. ISBN 978-1-4673-2974-3 (2012)

Gaggero, Mauro and Gnecco, Giorgio and Parisini, Thomas and Sanguineti, Marcello and Zoppoli, Riccardo Approximation Structures with Moderate Complexity in Functional Optimization and Dynamic Programming. In: Proceedings of the 51st IEEE International Conference on Decision and Control (IEEE CDC 2012). IEEE, pp. 1902-1908. ISBN 978-1-4673-2065-8 (2012)

Gnecco, Giorgio and Kůrková, Věra and Sanguineti, Marcello Bounds for Approximate Solutions of Fredholm Integral Equations Using Kernel Networks. In: Artificial Neural Networks and Machine Learning – ICANN 2011. Lecture Notes in Computer Science (6791). Springer, pp. 126-133. ISBN 978-3-642-21734-0 (2011)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello A Generalized Stochastic Knapsack Problem with Application in Call Admission Control. In: CTW 2011 Conference Proceedings. CTW, pp. 105-108. (2011)

Marchese, Mario and Cello, Marco and Gnecco, Giorgio and Sanguineti, Marcello Structural Properties of Optimal Coordinate-Convex Policies for CAC with Nonlinearly-Constrained Feasibility Regions. In: Proceedings of IEEE INFOCOM 2011. IEEE, pp. 466-470. ISBN 978-1-4244-9919-9 (2011)

Alessandri, Angelo and Gnecco, Giorgio and Sanguineti, Marcello Computationally Efficient Approximation Schemes for Functional Optimization. In: Computational Optimization: New Research Developments. Nova Publishers, pp. 169-205. ISBN 978-1-60692-671-0 (2010)

Gnecco, Giorgio and Sanguineti, Marcello Smooth Optimal Decision Strategies for Static Team Optimization Problems and Their Approximations. In: SOFSEM 2010: Theory and Practice of Computer Science. Lecture Notes in Computer Science (5901). Springer, pp. 440-451. ISBN 978-3-642-11266-9 (2010)

Gnecco, Giorgio and Kůrková, Věra and Sanguineti, Marcello Some Comparisons of Model Complexity in Linear and Neural-Network Approximation. In: Artificial Neural Networks – ICANN 2010. Lecture Notes in Computer Science (6354). Springer, pp. 358-367. ISBN 978-3-642-15825-4 (2010)

Gnecco, Giorgio and Sanguineti, Marcello Regularization and Suboptimal Solutions in Learning from Data. In: Innovations in Neural Information Paradigms and Applications. Studies in Computational Intelligence (247). Springer, pp. 113-154. ISBN 978-3-642-04002-3 (2009)

Working Paper

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello Congestion-aware forwarding strategies for intermittently connected networks. Working Paper (Submitted)

Gnecco, Giorgio and Bemporad, Alberto and Gori, Marco and Sanguineti, Marcello Linear Quadratic Gaussian (LQG) online learning. Working Paper arXiv (Submitted)

Gnecco, Giorgio and Sanguineti, Marcello On the approximation of the optimal control functions in stochastic optimal control problems. Working Paper (Submitted)

El Ouardighi, F. and Kogan, K. and Gnecco, Giorgio and Sanguineti, Marcello Transboundary pollution control and environmental absorption efficiency management. Working Paper (Submitted)

Conference or Workshop Item

Kolykhalova, Ksenia and Gnecco, Giorgio and Sanguineti, Marcello and Camurri, Antonio and Volpe, Gualtiero Graph-restricted Game Approach for Investigating Human Movement Qualities. In: Proceedings of the 4th International Conference on Movement Computing, June 28-30, 2017, London, United Kingdom 30:1-30:4. ISBN 978-1-4503-5209-3. (2017)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Learning with hard constraints as a limit case of learning with soft constraints. In: 24 th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), April 27-29, 2016, Bruges, Belgium (In Press) (2016)

Gnecco, Giorgio and Bemporad, Alberto and Gori, Marco and Morisi, Rita and Sanguineti, Marcello Online learning as an LQG optimal control problem with random matrices. In: 14th European Control Conference (ECC), July 15-17, 2015, Linz, Austria pp. 2482-2489. ISBN 978-3-9524269-3-7. (2015)

Sanguineti, Marcello and Gnecco, Giorgio and Gori, Marco and Melacci, Stefano Dealing with mixed hard/soft constraints via Support constraint Machines. In: 45th Conference of Italian Operational Research Society (AIRO 2015), September 7-10, 2015, Pisa, Italy pp. 218-219. (2015)

Degiorgis, Massimiliano and Gnecco, Giorgio and Gorni, Silvia and Morisi, Rita and Roth, Giorgio and Sanguineti, Marcello and Taramasso, Angela Celeste Evaluating flood hazard at the catchment scale via machine-learning techniques. In: 8th Winter Conference of the Italian Operational Research Society (AIRO Winter 2015), January 25-30, 2015, Champoluc, Italy (2015)

Gnecco, Giorgio and El Ouardighi, F. and Kogan, K. and Sanguineti, Marcello A Two-Player Differential Game Model for the Management of Transboundary Pollution and Environmental Absorption. In: 45th Conference of Italian Operational Research Society (AIRO 2015), September 7-10, 2015, Pisa, Italy pp. 306-307. (2015)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello Average Packet Delivery Delay in Intermittently-Connected Networks. In: 44th Conference of Italian Operational Research Society (AIRO 2014), September 2-5, 2014, Como, Italy p. 102. (2014)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello Forwarding strategies for congestion control in intermittently connected networks. In: 20th Conference of the International Federation of Operational Research Societies (IFORS 2014), July 13-18, 2014, Barcelona, Spain (2014)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello A Machine-Learning Paradigm that Includes Pointwise Constraints. In: 20th Conference of the International Federation of Operational Research Societies (IFORS 2014), July 13-18, 2014, Barcelona, Spain (2014)

Gnecco, Giorgio and Gori, Marco and Melacci, Stefano and Sanguineti, Marcello Supervised Learning from Regions and Box Kernels. In: 44th Conference of Italian Operational Research Society (AIRO 2014), September 2-5, 2014, Como, Italy p. 67. (2014)

Badino, Leonardo and Camurri, Antonio and D'Ausilio, Alessandro and Fadiga, Luciano and Glowinski, Donald and Gnecco, Giorgio and Sanguineti, Marcello and Varni, Giovanna and Volpe, Gualtiero Analysis of Music Ensemble Performance as a Test-bed for Social Interaction: Methods from Operations Research and Preliminary Results. In: AIRO Winter 2013, January 28th-February 1st, 2013, Champoluc, Italy (2013)

Cello, Marco and Gnecco, Giorgio and Marchese, Giorgio and Sanguineti, Marcello Optimality Conditions for Coordinate-Convex Policies in Call Admission Control via a Generalized Stochastic Knapsack Model. In: EURO 2013, July 1st-4th, 2013, Rome, Italy p. 132. (2013)

Gaggero, Mauro and Gnecco, Giorgio and Sanguineti, Marcello and Zoppoli, Riccardo Dynamic Programming And Value-Function Approximation With Application To Optimal Consumption. In: AIRO 2012, September 4th-7th, 2012, Vietri sul Mare, Italy p. 159. (2012)

Degiorgis, Massimiliano and Gnecco, Giorgio and Gorni, Silvia and Roth, Giorgio and Sanguineti, Marcello and Taramasso, Angela Celeste Classifiers for the Detection of Flood Prone Areas from Remote Sensed Elevation Data. In: 5th CNR-Princeton workshop (New Frontiers in Hydrology), January 9th-11th, 2012, Miami, USA p. 1. (2012)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello Optimality Conditions For A Nonlinear Stochastic Knapsack Problem. In: AIRO 2012, September 4th-7th, 2012, Vietri sul Mare, Italy p. 16. (2012)

Gnecco, Giorgio and Sanguineti, Marcello and Gaggero, Mauro Approximate Dynamic Programming by Variable-Basis Schemes: Error Analysis and Numerical Results. In: AIRO Winter 2011, February 7th-12th, 2011, Cortina d'Ampezzo, Italy p. 1. (2011)

Gnecco, Giorgio and Sanguineti, Marcello and Zoppoli, Riccardo Functional Optimization in OR Problems with Very Large Numbers of Variables. In: AIRO 2011, September 6th-9th, 2011, Brescia, Italy p. 91. (2011)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello A Stochastic Knapsack Problem with Nonlinear Capacity Constraint. In: AIRO 2011, September 6th-9th, 2011, Brescia, Italy p. 147. (2011)

Gaggero, Mauro and Gnecco, Giorgio and Sanguineti, Marcello Decentralized Optimization Problems with Cooperating Decision Makers. In: AIRO 2010, September 7th-10th, 2010, VIlla San Giovanni, Italy p. 8. (2010)

Cello, Marco and Gnecco, Giorgio and Marchese, Mario and Sanguineti, Marcello On Call Admission Control with Nonlinearly Constrained Feasibility Regions. In: EURO XXIV , July 11-14, 2010, Lisbon, Portugal p. 105. (2010)

Gnecco, Giorgio and Cello, Marco and Sanguineti, Marcello On call admission control with nonlinearly constrained feasibility regions. In: EURO XXIV , July 11-14, 2010, Lisbon, Portugal p. 105. (2010)

Gaggero, Mauro and Gnecco, Giorgio and Sanguineti, Marcello Suboptimal Solutions to Team Optimization Problems with Statistical Information Structure. In: EURO XXIV , July 11th-14th, 2010, Lisbon, Portugal p. 105. (2010)

Sanguineti, Marcello and Gaggero, Mauro and Gnecco, Giorgio Suboptimal solutions to team optimization problems with statistical information structure. In: EURO XXIV , July 11-14, 2010, Lisbon, Portugal p. 105. (2010)

Gnecco, Giorgio and Sanguineti, Marcello Approximate Dynamic Programming by Value-Function Approximation via Variable-Basis Schemes. In: AIRO 2009, September 8th-11th, 2009, Siena, Italy p. 10. (2009)

Gnecco, Giorgio and Sanguineti, Marcello Lipschitz Continuity of the Solutions to Team Optimization Problems Revisited. In: International Conference on Mathematical Science and Engineering (ICMSE 09) , October 28th-30th, 2009, Venice, Italy (2009)

Gnecco, Giorgio and Sanguineti, Marcello Smoothness and Approximation of Optimal Decision Strategies in Team Optimization Problems. In: AIRO 2009, September 8th-11th, 2009, Siena, Italy p. 13. (2009)

Gnecco, Giorgio and Sanguineti, Marcello Structural Properties of Stochastic Dynamic Concave Optimization Problems and Approximations of the Value and Optimal Policy Functions. In: AIRO 2008, September 8th–11th, 2008, Ischia, Italy p. 16. (2009)

Gnecco, Giorgio and Sanguineti, Marcello Suboptimal Solutions to Network Team Optimization Problems. In: International Network Optimization Conference (INOC 2009), April 26th-29th, 2009, Pisa, Italy (2009)

Gnecco, Giorgio and Sanguineti, Marcello Deriving Approximation Error Bounds via Rademacher’s Complexity and Learning Theory. In: AIRO 2007, September 5th-8th, 2007, Genoa, Italy p. 25. (2007)

Gnecco, Giorgio and Sanguineti, Marcello and Zoppoli, Riccardo Exploiting Structural Results in Approximate Dynamic Programming. In: EURO XXII, July 8th-11th, 2007, Prague, Czech Republic p. 159. (2007)

Gnecco, Giorgio and Sanguineti, Marcello and Zoppoli, Riccardo Suboptimal Solutions to Dynamic Optimization Problems: Extended Ritz Method Versus Approximate Dynamic Programming. In: AIRO 2007, September 5th-8th, 2007, Genoa, Italy p. 10. (2007)