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1

[IEEE 2015 European Control Conference (ECC) - Linz, Austria (2015.7.15-2015.7.17)] 2015 European Control Conference (ECC) - Online learning as an LQG optimal control problem with random matrices

Gnecco, Giorgio, Bemporad, Alberto, Gori, Marco, Morisi, Rita, Sanguineti, Marcello

Year:

2015

Language:

english

File:

PDF, 325 KB

english, 2015

2

Classifiers for the detection of flood-prone areas using remote sensed elevation data

Massimiliano Degiorgis, Giorgio Gnecco, Silvia Gorni, Giorgio Roth, Marcello Sanguineti, Angela Celeste Taramasso

Journal:

Journal of Hydrology

Year:

2012

Language:

english

File:

PDF, 2.03 MB

english, 2012

3

Approximate dynamic programming for stochasticN-stage optimization with application to optimal consumption under uncertainty

Gaggero, Mauro, Gnecco, Giorgio, Sanguineti, Marcello

Journal:

Computational Optimization and Applications

Year:

2014

Language:

english

File:

PDF, 1.77 MB

english, 2014

4

Design of Asymptotic Estimators: An Approach Based on Neural Networks and Nonlinear Programming

Alessandri, Angelo, Cervellera, Cristiano, Sanguineti, Marcello

Journal:

IEEE Transactions on Neural Networks

Year:

2007

Language:

english

File:

PDF, 658 KB

english, 2007

5

Foundations of Support Constraint Machines

Gnecco, Giorgio, Gori, Marco, Melacci, Stefano, Sanguineti, Marcello

Journal:

Neural Computation

Year:

2015

Language:

english

File:

PDF, 946 KB

english, 2015

6

Value and Policy Function Approximations in Infinite-Horizon Optimization Problems

Gnecco, Giorgio, Sanguineti, Marcello

Journal:

Journal of Dynamical Systems and Geometric Theories

Year:

2008

Language:

english

File:

PDF, 420 KB

english, 2008

7

An approach to transportation network analysis via transferable utility games

Hadas, Yuval, Gnecco, Giorgio, Sanguineti, Marcello

Journal:

Transportation Research Part B: Methodological

Year:

2017

Language:

english

File:

PDF, 1.27 MB

english, 2017

8

Some properties of transportation network cooperative games

Gnecco, Giorgio, Hadas, Yuval, Sanguineti, Marcello

Journal:

Year:

2019

Language:

english

File:

PDF, 552 KB

english, 2019

9

Bounds on the complexity of neural-network models and comparison with linear methods

Kateřina Hlaváčková-Schindler, Marcello Sanguineti

Journal:

International Journal of Adaptive Control and Signal Processing

Year:

2003

Language:

english

File:

PDF, 180 KB

english, 2003

10

Connections between stability and asymptotic stability of nonlinear switched systems

Angelo Alessandri, Marcello Sanguineti

Journal:

Nonlinear Analysis Hybrid Systems

Year:

2007

Language:

english

File:

PDF, 259 KB

english, 2007

11

Some comparisons of complexity in dictionary-based and linear computational models

Giorgio Gnecco, Věra Kůrková, Marcello Sanguineti

Journal:

Neural Networks

Year:

2011

Language:

english

File:

PDF, 364 KB

english, 2011

12

Estimates of covering numbers of convex sets with slowly decaying orthogonal subsets

Věra Kůrková, Marcello Sanguineti

Journal:

Discrete Applied Mathematics

Year:

2007

Language:

english

File:

PDF, 228 KB

english, 2007

13

On spectral windows in supervised learning from data

Giorgio Gnecco, Marcello Sanguineti

Journal:

Information Processing Letters

Year:

2010

Language:

english

File:

PDF, 186 KB

english, 2010

14

Learning with generalization capability by kernel methods of bounded complexity

Věra Kůrková, Marcello Sanguineti

Journal:

Journal of Complexity

Year:

2005

Language:

english

File:

PDF, 284 KB

english, 2005

15

Complexity of Gaussian-radial-basis networks approximating smooth functions

Paul C. Kainen, Věra Kůrková, Marcello Sanguineti

Journal:

Journal of Complexity

Year:

2009

Language:

english

File:

PDF, 568 KB

english, 2009

16

The weight-decay technique in learning from data: an optimization point of view

Giorgio Gnecco, Marcello Sanguineti

Journal:

Computational Management Science

Year:

2009

Language:

english

File:

PDF, 408 KB

english, 2009

17

Guest Editorial

O. Erhun Kundakcioglu, Marcello Sanguineti, Theodore B. Trafalis

Journal:

Computational Management Science

Year:

2009

Language:

english

File:

PDF, 78 KB

english, 2009

18

Accuracy of suboptimal solutions to kernel principal component analysis

Giorgio Gnecco, Marcello Sanguineti

Journal:

Computational Optimization and Applications

Year:

2009

Language:

english

File:

PDF, 510 KB

english, 2009

19

Minimizing Sequences for a Family of Functional Optimal Estimation Problems

Angelo Alessandri, Giorgio Gnecco, Marcello Sanguineti

Journal:

Journal of Optimization Theory and Applications

Year:

2010

Language:

english

File:

PDF, 546 KB

english, 2010

20

Error bounds for suboptimal solutions to kernel principal component analysis

Giorgio Gnecco, Marcello Sanguineti

Journal:

Optimization Letters

Year:

2010

Language:

english

File:

PDF, 207 KB

english, 2010

21

Team optimization problems with Lipschitz continuous strategies

Giorgio Gnecco, Marcello Sanguineti

Journal:

Optimization Letters

Year:

2011

Language:

english

File:

PDF, 196 KB

english, 2011

22

Guest editorial

Enza Messina, Marcello Sanguineti

Journal:

Computers & Operations Research

Year:

2010

Language:

english

File:

PDF, 73 KB

english, 2010

23

Accuracy of approximations of solutions to Fredholm equations by kernel methods

Giorgio Gnecco, Věra Kůrková, Marcello Sanguineti

Journal:

Applied Mathematics and Computation

Year:

2012

Language:

english

File:

PDF, 342 KB

english, 2012

24

Can dictionary-based computational models outperform the best linear ones?

Giorgio Gnecco, Věra Kůrková, Marcello Sanguineti

Journal:

Neural Networks

Year:

2011

Language:

english

File:

PDF, 266 KB

english, 2011

25

Optimality Conditions for Coordinate-Convex Policies in CAC With Nonlinear Feasibility Boundaries

Cello, Marco, Gnecco, Giorgio, Marchese, Mario, Sanguineti, Marcello

Journal:

IEEE/ACM Transactions on Networking

Year:

2013

Language:

english

File:

PDF, 4.26 MB

english, 2013

26

Suboptimal Solutions to Team Optimization Problems with Stochastic Information Structure

Gnecco, Giorgio, Sanguineti, Marcello, Gaggero, Mauro

Journal:

SIAM Journal on Optimization

Year:

2012

Language:

english

File:

PDF, 426 KB

english, 2012

27

Error Estimates for Approximate Optimization by the Extended Ritz Method

Kurková, Vera, Sanguineti, Marcello

Journal:

SIAM Journal on Optimization

Year:

2005

Language:

english

File:

PDF, 296 KB

english, 2005

28

Minimization of Error Functionals over Variable-Basis Functions

Kainen, Paul C., Kurková, Vera, Sanguineti, Marcello

Journal:

SIAM Journal on Optimization

Year:

2004

Language:

english

File:

PDF, 170 KB

english, 2004

29

New insights into Witsenhausen’s counterexample

Giorgio Gnecco, Marcello Sanguineti

Journal:

Optimization Letters

Year:

2012

Language:

english

File:

PDF, 345 KB

english, 2012

30

Learning with Boundary Conditions

Gnecco, Giorgio, Gori, Marco, Sanguineti, Marcello

Journal:

Neural Computation

Year:

2013

Language:

english

File:

PDF, 1.38 MB

english, 2013

31

A theoretical framework for supervised learning from regions

Gnecco, Giorgio, Gori, Marco, Melacci, Stefano, Sanguineti, Marcello

Journal:

Year:

2014

Language:

english

File:

PDF, 565 KB

english, 2014

32

Exploiting the Shapley Value in the Estimation of the Position of a Point of Interest for a Group of Individuals

Camurri, Antonio, Dardard, Floriane, Ghisio, Simone, Glowinski, Donald, Gnecco, Giorgio, Sanguineti, Marcello

Journal:

Procedia - Social and Behavioral Sciences

Year:

2014

Language:

english

File:

PDF, 624 KB

english, 2014

33

Narrowing the Search for Optimal Call-Admission Policies Via a Nonlinear Stochastic Knapsack Model

Cello, Marco, Gnecco, Giorgio, Marchese, Mario, Sanguineti, Marcello

Journal:

Journal of Optimization Theory and Applications

Year:

2015

Language:

english

File:

PDF, 880 KB

english, 2015

34

Evaluation of the Average Packet Delivery Delay in Highly-Disrupted Networks: The DTN and IP-like Protocol Cases

Cello, Marco, Gnecco, Giorgio, Marchese, Mario, Sanguineti, Marcello

Journal:

IEEE Communications Letters

Year:

2014

Language:

english

File:

PDF, 142 KB

english, 2014

35

[IEEE 2012 7th International Conference on System of Systems Engineering (SoSE) - Genova (2012.07.16-2012.07.19)] 2012 7th International Conference on System of Systems Engineering (SoSE) - An application to two-hop forwarding of a model of buffer occupancy in ICNs

Cello, Marco, Gnecco, Giorgio, Marchese, Mario, Sanguineti, Marcello

Year:

2012

Language:

english

File:

PDF, 445 KB

english, 2012

36

Learning With Mixed Hard/Soft Pointwise Constraints

Gnecco, Giorgio, Gori, Marco, Melacci, Stefano, Sanguineti, Marcello

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2014

Language:

english

File:

PDF, 2.76 MB

english, 2014

37

Percolation phenomenon on fluorinated perfluoropolyether water in oil microemulsions: The effect of temperature

Grazia Giri, M., Carlà, Marcello, Gambi, Cecilia M. C., Senatra, Donatella, Chittofrati, A., Sanguineti, A.

Journal:

Physical Review E

Year:

1994

File:

PDF, 784 KB

1994

38

FLOOD HAZARD ASSESSMENT VIA THRESHOLD BINARY CLASSIFIERS: CASE STUDY OF THE TANARO RIVER BASIN

Degiorgis, Massimiliano, Gnecco, Giorgio, Gorni, Silvia, Roth, Giorgio, Sanguineti, Marcello, Taramasso, Angela Celeste

Journal:

Irrigation and Drainage

Year:

2013

File:

PDF, 1.48 MB

2013

39

[IEEE 2012 IEEE 51st Annual Conference on Decision and Control (CDC) - Maui, HI, USA (2012.12.10-2012.12.13)] 2012 IEEE 51st IEEE Conference on Decision and Control (CDC) - Approximation structures with moderate complexity in functional optimization and dynamic programming

Gaggero, Mauro, Gnecco, Giorgio, Parisini, Thomas, Sanguineti, Marcello, Zoppoli, Riccardo

Year:

2012

Language:

english

File:

PDF, 197 KB

english, 2012

40

Model complexities of shallow networks representing highly varying functions

Kůrková, Věra, Sanguineti, Marcello

Journal:

Year:

2015

Language:

english

File:

PDF, 435 KB

english, 2015

41

Regularization Techniques and Suboptimal Solutions to Optimization Problems in Learning from Data

Gnecco, Giorgio, Sanguineti, Marcello

Journal:

Neural Computation

Year:

2010

Language:

english

File:

PDF, 290 KB

english, 2010

42

Approximate Minimization of the Regularized Expected Error over Kernel Models

Věra Kůrková and Marcello Sanguineti

Journal:

Mathematics of Operations Research

Year:

2008

Language:

english

File:

PDF, 1.50 MB

english, 2008

43

Supervised and semi-supervised classifiers for the detection of flood-prone areas

Gnecco, Giorgio, Morisi, Rita, Roth, Giorgio, Sanguineti, Marcello, Taramasso, Angela Celeste

Journal:

Soft Computing - A Fusion of Foundations, Methodologies and Applications

Year:

2017

Language:

english

File:

PDF, 1.06 MB

english, 2017

44

Efficacy and mucosal toxicity of concomitant chemo-radiotherapy in patients with locally-advanced squamous cell carcinoma of the head-and-neck in the light of a novel mathematical model

Strigari, Lidia, Pinnarò, Paola, Carlini, Paolo, Torino, Francesco, Strolin, Silvia, Minosse, Silvia, Sanguineti, Giuseppe, Benassi, Marcello

Journal:

Critical Reviews in Oncology/Hematology

Year:

2016

Language:

english

File:

PDF, 1.16 MB

english, 2016

45

Estimates of the Approximation Error Using Rademacher Complexity: Learning Vector-Valued Functions

Gnecco, Giorgio, Sanguineti, Marcello

Journal:

Journal of Inequalities and Applications

Year:

2008

Language:

english

File:

PDF, 262 KB

english, 2008

46

On the detection of the level of attention in an orchestra through head movements

Gnecco, Giorgio, Glowinski, Donald, Camurri, Antonio, Sanguineti, Marcello

Journal:

International Journal of Arts and Technology

Year:

2014

Language:

english

File:

PDF, 2.95 MB

english, 2014

47

Approximate Minimization of the Regularized Expected Error over Kernel Models

Kůrková, Věra, Sanguineti, Marcello

Journal:

Mathematics of Operations Research

Year:

2008

Language:

english

File:

PDF, 199 KB

english, 2008

48

Probabilistic lower bounds for approximation by shallow perceptron networks

Kůrková, Věra, Sanguineti, Marcello

Journal:

Neural Networks

Year:

2017

Language:

english

File:

PDF, 446 KB

english, 2017

49

LQG Online Learning

Gnecco, Giorgio, Bemporad, Alberto, Gori, Marco, Sanguineti, Marcello

Journal:

Neural Computation

Year:

2017

Language:

english

File:

PDF, 2.24 MB

english, 2017

50

Approximating Networks for the Solution of T-Stage Stochastic Optimal Control Problems 1

Baglietto, Marco, Cervellera, Cristiano, Parisini, Thomas, Sanguineti, Marcello, Zoppoli, Riccardo

Journal:

IFAC Proceedings Volumes

Year:

2001

Language:

english

File:

PDF, 1.03 MB

english, 2001