Sfoglia per Autore
Non-convex scenario optimization
2024-01-01 Garatti, S.; Campi, M. C.
The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance
2023-01-01 Paccagnan, D.; Campi, M. C.; Garatti, S.
Deep Learning for a Comprehensive Transformer Fault Detection Through Vibrational Data
2023-01-01 Rucconi, Valerio; De Maria, Letizia; Bartalesi, Daniele; Valecillos, Bau; Garatti, Simone; Bittanti, Sergio
Complexity is an effective observable to tune early stopping in scenario optimization
2023-01-01 Garatti, S.; Care', A.; Campi, M. C.
Compression, Generalization and Learning
2023-01-01 Garatti, S.; Campi, M. C.
ON CONDITIONAL RISK ASSESSMENTS IN SCENARIO OPTIMIZATION
2023-01-01 Garatti, S.; Campi, M. C.
Scenario Optimization with Constraint Relaxation in a Non-Convex Setup: A Flexible and General Framework for Data-Driven Design
2023-01-01 Garatti, S.; Campi, M. C.
On the sensitivity of linear resource sharing problems to the arrival of new agents
2023-01-01 Falsone, Alessandro; Margellos, Kostas; Zizzo, Jacopo; Prandini, Maria; Garatti, Simone
No-Load Transformers: Vibration Spectra Analysis by Deep Learning Methods for Loose Windings Detection
2023-01-01 Rucconi, V.; De Maria, L.; Bartalesi, D.; Valecillos, B.; Garatti, S.; Bittanti, S.
A scenario solution to state-feedback controller design for discrete-time linear systems subject to probabilistic constraints
2022-01-01 Salizzoni, Giulio; Falsone, Alessandro; Prandini, Maria; Garatti, Simone
Compression at the service of learning: a case study for the Guaranteed Error Machine
2022-01-01 Garatti, S.; Campi, M. C.
Risk and complexity in scenario optimization
2022-01-01 Garatti, S.; Campi, M. C.
Optimal steady-state disturbance compensation for constrained linear systems: the Gaussian noise case
2022-01-01 Falsone, A.; Deori, L.; Ioli, D.; Garatti, S.; Prandini, M.
The scenario approach: A tool at the service of data-driven decision making
2021-01-01 Campi, M. C.; Care, A.; Garatti, S.
Deep learning for fault detection in transformers using vibration data
2021-01-01 Rucconi, V.; de Maria, L.; Garatti, S.; Bartalesi, D.; Valecillos, B.; Bittanti, S.
New results on resource sharing problems with random agent arrivals and an application to economic dispatch in power systems
2021-01-01 Falsone, Alessandro; Margellos, Kostas; Zizzo, Jacopo; Prandini, Maria; Garatti, Simone
A theory of the risk for optimization with relaxation and its application to support vector machines
2021-01-01 Campi, M. C.; Garatti, S.
On the consistency of the risk evaluation in the scenario approach
2021-01-01 Garatti, S.; Campi, M. C.
The risk of making decisions from data through the lens of the scenario approach
2021-01-01 Garatti, S.; Campi, M. C.
A Machine Learning approach to fault detection in transformers by using vibration data
2020-01-01 Tavakoli, A.; De Maria, L.; Valecillos, B.; Bartalesi, D.; Garatti, S.; Bittanti, S.
An incremental scenario approach for building energy management with uncertain occupancy
2020-01-01 Karshenas, A.; Margellos, K.; Garatti, S.
A scenario-based approach to multi-agent optimization with distributed information
2020-01-01 Falsone, A.; Margellos, K.; Prandini, M.; Garatti, S.
A randomized relaxation method to ensure feasibility in stochastic control of linear systems subject to state and input constraints
2020-01-01 Deori, L.; Garatti, S.; Prandini, M.
Distributed optimization for structured programs and its application to energy management in a building district
2020-01-01 Belluschi, F.; Falsone, A.; Ioli, D.; Margellos, K.; Garatti, S.; Prandini, M.
A study on majority-voting classifiers with guarantees on the probability of error
2020-01-01 Carè, A.; Campi, M. C.; Ramponi, F. A.; Garatti, S.; Cobbenhagen, A. T. J. R.
Scenario optimization with relaxation: A new tool for design and application to machine learning problems
2020-01-01 Campi, M. C.; Garatti, S.
The wait-and-judge scenario approach applied to antenna array design
2019-01-01 Carè, Algo; Garatti, Simone; Campi, Marco C.
Scenario-based Economic Dispatch with Tunable Risk Levels in High-renewable Power Systems
2019-01-01 Modarresi, Mohammadsadegh; Xie, Le; Campi, Marco; Garatti, Simone; Care, Algo; Thatte, Anupam; Kumar, P. R.
Optimal disturbance compensation for constrained linear systems operating in stationary conditions: A scenario-based approach
2019-01-01 Falsone, A.; Deori, L.; Ioli, D.; Garatti, S.; Prandini, M.
Scenario Optimization for MPC
2019-01-01 Campi, MARCO CLAUDIO; Garatti, Simone; Prandini, Maria
Scenario-based Economic Dispatch with Uncertain Demand Response
2019-01-01 Ming, Hao; Xie, Le; Campi, Marco; Garatti, Simone; Kumar, P. R.
Learning for Control: a Bayesian Scenario Approach
2019-01-01 Garatti, S.; Campi, M. C.
4-D Flight Trajectory Tracking: A Receding Horizon Approach Integrating Feedback Linearization and Scenario Optimization
2019-01-01 Deori, Luca; Garatti, Simone; Prandini, Maria
Diagnosis of transformers based on vibration data
2019-01-01 Tavakoli, A.; Maria, L. D.; Bartalesi, D.; Garatti, S.; Bittanti, S.; Valecillos, B.; Piovan, U.
Complexity-based modulation of the data-set in scenario optimization
2019-01-01 Garatti, S.; Campi, M. C.
On a class of interval predictor models with universal reliability
2019-01-01 Garatti, S.; Campi, M. C.; Care, A.
Introduction to the Scenario Approach
2018-01-01 Campi, M. C.; Garatti, S.
Analysis of the Kobe earthquake time series via system identification and fault-detection techniques
2018-01-01 Bittanti, S.; Garatti, S.
Wait-and-judge scenario optimization
2018-01-01 Campi, M. C.; Garatti, Simone
Distributed constrained optimization and consensus in uncertain networks via proximal minimization
2018-01-01 Margellos, KONSTANTINOS NEKTARIOS; Falsone, Alessandro; Garatti, Simone; Prandini, Maria
A general scenario theory for non-convex optimization and decision making
2018-01-01 Campi, M. C.; Garatti, Simone; Ramponi, Federico Alessandro
Robust direct data-driven controller tuning with an application to vehicle stability control
2018-01-01 Formentin, Simone; Garatti, Simone; Rallo, Gianmarco; Savaresi, SERGIO MATTEO
Finite time distributed averaging over gossip-constrained ring networks
2018-01-01 Falsone, Alessandro; Margellos, K.; Garatti, Simone; Prandini, Maria
Optimally shaping the stationary distribution of a constrained discrete time stochastic linear system via disturbance compensation
2017-01-01 Falsone, Alessandro; Deori, Luca; Ioli, Daniele; Garatti, Simone; Prandini, Maria
A coverage theory for least squares
2017-01-01 Carè, Algo; Garatti, Simone; Campi, Marco C.
Dual decomposition for multi-agent distributed optimization with coupling constraints
2017-01-01 Falsone, Alessandro; Margellos, KONSTANTINOS NEKTARIOS; Garatti, Simone; Prandini, Maria
Ventricular Defibrillation: Classification with GEM and a Roadmap for Future Investigations
2017-01-01 Baronio, F; Baronio, M; Campi, Mc; Care, A; Garatti, S; Perone, G
Tuning regularization via scenario optimization
2017-01-01 Formentin, S; Garatti, S; Campi, Mc; Savaresi, Sm
Estimation in Centrifugal Compressors via Particle Filtering
2017-01-01 Bisone, Luigi; Bittanti, S.; Casnedi, M.; De Marco, A.; Garatti, S.; Pareschi, Diego; Pochiero, A.
Trading performance for state constraint feasibility in stochastic constrained control: A randomized approach
2017-01-01 Deori, Luca; Garatti, Simone; Prandini, Maria
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