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Simone Garatti
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2020 – today
- 2023
- [j33]Simone Garatti, Marco C. Campi:
On Conditional Risk Assessments in Scenario Optimization. SIAM J. Optim. 33(2): 455-480 (2023) - [j32]Alessandro Falsone
, Kostas Margellos
, Jacopo Zizzo
, Maria Prandini
, Simone Garatti
:
On the Sensitivity of Linear Resource Sharing Problems to the Arrival of New Agents. IEEE Trans. Autom. Control. 68(1): 272-284 (2023) - [j31]Simone Garatti
, Algo Carè
, Marco Claudio Campi
:
Complexity Is an Effective Observable to Tune Early Stopping in Scenario Optimization. IEEE Trans. Autom. Control. 68(2): 928-942 (2023) - [c37]Simone Garatti, Marco C. Campi:
Scenario Optimization with Constraint Relaxation in a Non-Convex Setup: A Flexible and General Framework for Data-Driven Design. CDC 2023: 26-31 - [c36]Dario Paccagnan, Marco C. Campi, Simone Garatti:
The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance. NeurIPS 2023 - [i5]Marco C. Campi, Simone Garatti:
Compression, Generalization and Learning. CoRR abs/2301.12767 (2023) - 2022
- [j30]Simone Garatti
, Marco C. Campi
:
Risk and complexity in scenario optimization. Math. Program. 191(1): 243-279 (2022) - [j29]Alessandro Falsone
, Luca Deori
, Daniele Ioli
, Simone Garatti
, Maria Prandini
:
Optimal Steady-State Disturbance Compensation for Constrained Linear Systems: The Gaussian Noise Case. IEEE Trans. Autom. Control. 67(12): 6322-6332 (2022) - [c35]Valerio Rucconi, Letizia De Maria, Daniele Bartalesi, Bau Valecillos, Simone Garatti, Sergio Bittanti:
Deep Learning for a Comprehensive Transformer Fault Detection Through Vibrational Data. AISEM 2022: 174-179 - [c34]Simone Garatti, Marco C. Campi:
Compression at the service of learning: a case study for the Guaranteed Error Machine. CDC 2022: 2135-2140 - [c33]Giulio Salizzoni, Alessandro Falsone, Maria Prandini, Simone Garatti:
A scenario solution to state-feedback controller design for discrete-time linear systems subject to probabilistic constraints. CDC 2022: 7290-7295 - 2021
- [j28]Marco C. Campi
, Algo Carè
, Simone Garatti
:
The scenario approach: A tool at the service of data-driven decision making. Annu. Rev. Control. 52: 1-17 (2021) - [j27]Marco C. Campi, Simone Garatti:
A Theory of the Risk for Optimization with Relaxation and its Application to Support Vector Machines. J. Mach. Learn. Res. 22: 288:1-288:38 (2021) - [c32]Valerio Rucconi, Letizia De Maria, Daniele Bartalesi, Bau Valecillos, Simone Garatti, Sergio Bittanti:
No-Load Transformers: Vibration Spectra Analysis by Deep Learning Methods for Loose Windings Detection. AISEM 2021: 251-257 - [c31]Simone Garatti, Marco C. Campi:
On the consistency of the risk evaluation in the scenario approach. CDC 2021: 1468-1473 - [c30]Alessandro Falsone, Kostas Margellos, Jacopo Zizzo, Maria Prandini
, Simone Garatti:
New results on resource sharing problems with random agent arrivals and an application to economic dispatch in power systems. CDC 2021: 5130-5135 - [i4]Alessandro Falsone, Kostas Margellos, Jacopo Zizzo, Maria Prandini, Simone Garatti:
On the sensitivity of linear resource sharing problems to the arrival of new agents. CoRR abs/2109.13580 (2021) - 2020
- [j26]Luca Deori, Simone Garatti, Maria Prandini
:
A randomized relaxation method to ensure feasibility in stochastic control of linear systems subject to state and input constraints. Autom. 115: 108854 (2020) - [c29]Marco C. Campi, Simone Garatti:
Scenario optimization with relaxation: a new tool for design and application to machine learning problems. CDC 2020: 2463-2468 - [i3]Marco C. Campi, Simone Garatti:
Scenario optimization with relaxation: a new tool for design and application to machine learning problems. CoRR abs/2004.05839 (2020)
2010 – 2019
- 2019
- [j25]Alessandro Falsone, Luca Deori, Daniele Ioli, Simone Garatti, Maria Prandini
:
Optimal disturbance compensation for constrained linear systems operating in stationary conditions: A scenario-based approach. Autom. 110 (2019) - [j24]Simone Garatti, Marco C. Campi, Algo Carè
:
On a class of interval predictor models with universal reliability. Autom. 110 (2019) - [j23]Algo Carè
, Simone Garatti
, Marco C. Campi
:
The wait-and-judge scenario approach applied to antenna array design. Comput. Manag. Sci. 16(3): 481-499 (2019) - [j22]Luca Deori
, Simone Garatti
, Maria Prandini
:
4-D Flight Trajectory Tracking: A Receding Horizon Approach Integrating Feedback Linearization and Scenario Optimization. IEEE Trans. Control. Syst. Technol. 27(3): 981-996 (2019) - [j21]Hao Ming
, Le Xie
, Marco Claudio Campi
, Simone Garatti
, P. R. Kumar:
Scenario-Based Economic Dispatch With Uncertain Demand Response. IEEE Trans. Smart Grid 10(2): 1858-1868 (2019) - [c28]Simone Garatti, Marco C. Campi:
Learning for Control: a Bayesian Scenario Approach. CDC 2019: 1772-1777 - [c27]Simone Garatti, Marco C. Campi:
Complexity-based modulation of the data-set in scenario optimization. ECC 2019: 1386-1391 - [i2]Arman Karshenas, Kostas Margellos, Simone Garatti:
An incremental scenario approach for building energy management with uncertain occupancy. CoRR abs/1911.06733 (2019) - 2018
- [j20]Marco C. Campi, Simone Garatti
:
Wait-and-judge scenario optimization. Math. Program. 167(1): 155-189 (2018) - [j19]Kostas Margellos
, Alessandro Falsone
, Simone Garatti
, Maria Prandini
:
Distributed Constrained Optimization and Consensus in Uncertain Networks via Proximal Minimization. IEEE Trans. Autom. Control. 63(5): 1372-1387 (2018) - [j18]Marco Claudio Campi
, Simone Garatti
, Federico Alessandro Ramponi
:
A General Scenario Theory for Nonconvex Optimization and Decision Making. IEEE Trans. Autom. Control. 63(12): 4067-4078 (2018) - [j17]Alessandro Falsone
, Kostas Margellos
, Simone Garatti
, Maria Prandini
:
Finite-Time Distributed Averaging Over Gossip-Constrained Ring Networks. IEEE Trans. Control. Netw. Syst. 5(3): 879-887 (2018) - 2017
- [j16]Alessandro Falsone
, Kostas Margellos, Simone Garatti
, Maria Prandini
:
Dual decomposition for multi-agent distributed optimization with coupling constraints. Autom. 84: 149-158 (2017) - [j15]Luca Deori, Simone Garatti
, Maria Prandini
:
Trading performance for state constraint feasibility in stochastic constrained control: A randomized approach. J. Frankl. Inst. 354(1): 501-529 (2017) - [c26]Alessandro Falsone
, Luca Deori, Daniele Ioli, Simone Garatti, Maria Prandini
:
Optimally shaping the stationary distribution of a constrained discrete time stochastic linear system via disturbance compensation. CDC 2017: 629-634 - [c25]Simone Formentin, Simone Garatti, Marco C. Campi, Sergio M. Savaresi:
Tuning regularization via scenario optimization. CDC 2017: 635-640 - [c24]Fabio Baronio, Manuela Baronio, Marco C. Campi, Algo Carè
, Simone Garatti, Giovanna Perone:
Ventricular defibrillation: Classification with G.E.M. and a roadmap for future investigations. CDC 2017: 2718-2723 - [c23]Alessandro Falsone
, Kostas Margellos, Simone Garatti, Maria Prandini
:
Linear programs for resource sharing among heterogeneous agents: The effect of random agent arrivals. CDC 2017: 3853-3858 - 2016
- [c22]Kostas Margellos, Alessandro Falsone
, Simone Garatti
, Maria Prandini
:
Proximal minimization based distributed convex optimization. ACC 2016: 2466-2471 - [c21]Luca Deori, Simone Garatti
, Maria Prandini
:
A stochastic strategy integrating wind compensation for trajectory tracking in aircraft motion control. CDC 2016: 256-261 - [c20]Alessandro Falsone
, Kostas Margellos, Simone Garatti
, Maria Prandini
:
Distributed constrained convex optimization and consensus via dual decomposition and proximal minimization. CDC 2016: 1889-1894 - [c19]Gianmarco Rallo, Simone Formentin, Simone Garatti
, Sergio M. Savaresi:
Vehicle stability control via VRFT with probabilistic robustness guarantees. CDC 2016: 7165-7170 - [c18]Hasan Arshad Nasir, Simone Garatti
, Erik Weyer:
Scenario based stochastic MPC schemes for rivers with feasibility ssurance. ECC 2016: 1928-1933 - [c17]Kostas Margellos, Alessandro Falsone
, Simone Garatti
, Maria Prandini
:
Constrained optimal control of stochastic switched affine systems using randomization. ECC 2016: 2559-2554 - 2015
- [j14]Algo Carè
, Simone Garatti
, Marco C. Campi:
Scenario Min-Max Optimization and the Risk of Empirical Costs. SIAM J. Optim. 25(4): 2061-2080 (2015) - [c16]Luca Deori, Simone Garatti
, Maria Prandini
:
A model predictive control approach to aircraft motion control. ACC 2015: 2299-2304 - [c15]Luca Deori, Simone Garatti
, Maria Prandini
:
Stochastic control with input and state constraints: A relaxation technique to ensure feasibility. CDC 2015: 3786-3791 - [c14]Marco C. Campi, Simone Garatti
, Federico A. Ramponi:
Non-convex scenario optimization with application to system identification. CDC 2015: 4023-4028 - 2014
- [j13]Maria Prandini
, Simone Garatti
, Riccardo Vignali
:
Performance assessment and design of abstracted models for stochastic hybrid systems through a randomized approach. Autom. 50(11): 2852-2860 (2014) - [j12]Algo Carè
, Simone Garatti
, Marco C. Campi:
FAST - Fast Algorithm for the Scenario Technique. Oper. Res. 62(3): 662-671 (2014) - [j11]Simone Garatti
:
A counterexample to the uniqueness of the asymptotic estimate in ARMAX model identification via the correlation approach. Syst. Control. Lett. 74: 14-17 (2014) - [c13]Algo Carè
, Simone Garatti
, Marco C. Campi:
Empirical cost distribution: A scenario approach to the construction of probability boxes with application to channel equalization. ECC 2014: 2204-2209 - [c12]Patrick Panciatici, Marco C. Campi, Simone Garatti
, Steven H. Low, Daniel K. Molzahn, Andy X. Sun, Louis Wehenkel
:
Advanced optimization methods for power systems. PSCC 2014: 1-18 - [i1]Maria Prandini, Simone Garatti, Riccardo Vignali:
Performance assessment and design of abstracted models for stochastic hybrid systems through a randomized approach. CoRR abs/1405.7197 (2014) - 2013
- [c11]Algo Carè
, Simone Garatti
, Marco C. Campi:
Least squares estimates and the coverage of least squares costs. CDC 2013: 6025-6030 - [c10]Luca Deori, Simone Garatti, Maria Prandini
:
Stochastic constrained control: Trading performance for state constraint feasibility. ECC 2013: 2740-2745 - 2012
- [c9]Simone Garatti
, Maria Prandini
:
A simulation-based approach to the approximation of stochastic hybrid systems. ADHS 2012: 406-411 - [c8]Maria Prandini
, Simone Garatti
, John Lygeros:
A randomized approach to Stochastic Model Predictive Control. CDC 2012: 7315-7320 - 2011
- [j10]Marco C. Campi, Simone Garatti
:
A Sampling-and-Discarding Approach to Chance-Constrained Optimization: Feasibility and Optimality. J. Optim. Theory Appl. 148(2): 257-280 (2011) - [c7]Algo Carè
, Simone Garatti
, Marco C. Campi:
Randomized min-max optimization: The exact risk of multiple cost levels. CDC/ECC 2011: 7794-7799 - 2010
- [j9]Simone Garatti
, Robert R. Bitmead:
On resampling and uncertainty estimation in Linear System Identification. Autom. 46(5): 785-795 (2010) - [j8]Simone Garatti
, Marco C. Campi, Sergio Bittanti:
Iterative robust control: Speeding up improvement through iterations. Syst. Control. Lett. 59(2): 139-146 (2010)
2000 – 2009
- 2009
- [j7]Marco C. Campi, Simone Garatti
, Maria Prandini
:
The scenario approach for systems and control design. Annu. Rev. Control. 33(2): 149-157 (2009) - [j6]Marco C. Campi, Giuseppe Carlo Calafiore
, Simone Garatti
:
Interval predictor models: Identification and reliability. Autom. 45(2): 382-392 (2009) - 2008
- [j5]Marco C. Campi, Simone Garatti
:
The Exact Feasibility of Randomized Solutions of Uncertain Convex Programs. SIAM J. Optim. 19(3): 1211-1230 (2008) - [c6]Sergio Bittanti, Simone Garatti
:
Revisiting the basic issue of parameter estimation in system identification - a new approach for multi-value estimation. CDC 2008: 1956-1961 - 2007
- [j4]Simone Garatti, Sergio Bittanti, Diego Liberati, Andrea Maffezzoli:
An unsupervised clustering approach for leukaemia classification based on DNA micro-arrays data. Intell. Data Anal. 11(2): 175-188 (2007) - [c5]Marco C. Campi, Simone Garatti
:
Modulating robustness in robust control: Making it easy through randomization. CDC 2007: 2164-2168 - 2006
- [j3]Simone Garatti
, Marco C. Campi, Sergio Bittanti:
The asymptotic model quality assessment for instrumental variable identification revisited. Syst. Control. Lett. 55(6): 494-500 (2006) - 2005
- [c4]Sergio Bittanti, Marco C. Campi, Simone Garatti
:
Introducing robustness in iterative control. CDC/ECC 2005: 3111-3116 - 2004
- [b1]Simone Garatti:
Assesing the model quality in system identification. Polytechnic University of Milan, Italy, 2004 - [j2]Simone Garatti
, Marco C. Campi, Sergio Bittanti:
Assessing the quality of identified models through the asymptotic theory - when is the result reliable? Autom. 40(8): 1319-1332 (2004) - [j1]Simone Garatti, Sergio M. Savaresi, Sergio Bittanti, Luca La Brocca:
On the relationships between user profiles and navigation sessions in virtual communities: A data-mining approach. Intell. Data Anal. 8(6): 579-600 (2004) - 2003
- [c3]Simone Garatti
, Marco C. Campi, Sergio Bittanti:
Model quality assessment for instrumental variable methods: use of the asymptotic theory in practice. CDC 2003: 6015-6020 - [c2]Sergio M. Savaresi, Simone Garatti, Sergio Bittanti, Luca La Brocca:
Data-Mining of a Large Virtual Community: Relationship between Users DB and the Web-Log File. SDM 2003: 299-303 - 2002
- [c1]S. Bittani, Marco C. Campi, Simone Garatti:
New results on the asymptotic theory of system identification for the assessment of the quality of estimated models. CDC 2002: 1814-1819
Coauthor Index
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