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Titolo Data di pubblicazione Autori File
Non-convex scenario optimization 1-gen-2024 Garatti S. +
The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance 1-gen-2023 S. Garatti +
No-Load Transformers: Vibration Spectra Analysis by Deep Learning Methods for Loose Windings Detection 1-gen-2023 Garatti S.Bittanti S. +
Compression, Generalization and Learning 1-gen-2023 S. Garatti +
Complexity is an effective observable to tune early stopping in scenario optimization 1-gen-2023 Garatti S. +
ON CONDITIONAL RISK ASSESSMENTS IN SCENARIO OPTIMIZATION 1-gen-2023 Garatti S. +
Scenario Optimization with Constraint Relaxation in a Non-Convex Setup: A Flexible and General Framework for Data-Driven Design 1-gen-2023 Garatti S. +
On the sensitivity of linear resource sharing problems to the arrival of new agents 1-gen-2023 Alessandro FalsoneMaria PrandiniSimone Garatti +
Deep Learning for a Comprehensive Transformer Fault Detection Through Vibrational Data 1-gen-2023 Garatti, SimoneBittanti, Sergio +
Risk and complexity in scenario optimization 1-gen-2022 Garatti S. +
Optimal steady-state disturbance compensation for constrained linear systems: the Gaussian noise case 1-gen-2022 Falsone A.Deori L.Ioli D.Garatti S.Prandini M.
Compression at the service of learning: a case study for the Guaranteed Error Machine 1-gen-2022 Garatti S. +
A scenario solution to state-feedback controller design for discrete-time linear systems subject to probabilistic constraints 1-gen-2022 Salizzoni, GiulioFalsone, AlessandroPrandini, MariaGaratti, Simone
The scenario approach: A tool at the service of data-driven decision making 1-gen-2021 Garatti S. +
Deep learning for fault detection in transformers using vibration data 1-gen-2021 Garatti S.Bittanti S. +
On the consistency of the risk evaluation in the scenario approach 1-gen-2021 Garatti S. +
A theory of the risk for optimization with relaxation and its application to support vector machines 1-gen-2021 Garatti S. +
New results on resource sharing problems with random agent arrivals and an application to economic dispatch in power systems 1-gen-2021 Alessandro FalsoneMaria PrandiniSimone Garatti +
The risk of making decisions from data through the lens of the scenario approach 1-gen-2021 Garatti S. +
A randomized relaxation method to ensure feasibility in stochastic control of linear systems subject to state and input constraints 1-gen-2020 Deori L.Garatti S.Prandini M.
A study on majority-voting classifiers with guarantees on the probability of error 1-gen-2020 S. Garatti +
An incremental scenario approach for building energy management with uncertain occupancy 1-gen-2020 S. Garatti +
A scenario-based approach to multi-agent optimization with distributed information 1-gen-2020 A. FalsoneM. PrandiniS. Garatti +
Distributed optimization for structured programs and its application to energy management in a building district 1-gen-2020 A. FalsoneD. IoliK. MargellosS. GarattiM. Prandini +
Scenario optimization with relaxation: A new tool for design and application to machine learning problems 1-gen-2020 Garatti S. +
A Machine Learning approach to fault detection in transformers by using vibration data 1-gen-2020 A. TavakoliS. GarattiS. Bittanti +
Scenario Optimization for MPC 1-gen-2019 CAMPI, MARCO CLAUDIOGaratti SimoneMaria Prandini
On a class of interval predictor models with universal reliability 1-gen-2019 Garatti S. +
Learning for Control: a Bayesian Scenario Approach 1-gen-2019 S. Garatti +
Scenario-based Economic Dispatch with Tunable Risk Levels in High-renewable Power Systems 1-gen-2019 Garatti, Simone +
Optimal disturbance compensation for constrained linear systems operating in stationary conditions: A scenario-based approach 1-gen-2019 Falsone A.Deori L.Ioli D.Garatti S.Prandini M.
4-D Flight Trajectory Tracking: A Receding Horizon Approach Integrating Feedback Linearization and Scenario Optimization 1-gen-2019 Luca DeoriSimone GarattiMaria Prandini
Scenario-based Economic Dispatch with Uncertain Demand Response 1-gen-2019 Garatti, Simone +
Complexity-based modulation of the data-set in scenario optimization 1-gen-2019 Garatti S. +
Diagnosis of transformers based on vibration data 1-gen-2019 Garatti S.Bittanti S. +
The wait-and-judge scenario approach applied to antenna array design 1-gen-2019 Garatti, Simone +
Introduction to the Scenario Approach 1-gen-2018 M. C. CampiS. Garatti
Analysis of the Kobe earthquake time series via system identification and fault-detection techniques 1-gen-2018 S. BittantiS. Garatti
Finite time distributed averaging over gossip-constrained ring networks 1-gen-2018 Falsone, AlessandroMargellos, K.Garatti, SimonePrandini, Maria
A general scenario theory for non-convex optimization and decision making 1-gen-2018 Garatti, Simone +
Robust direct data-driven controller tuning with an application to vehicle stability control 1-gen-2018 FORMENTIN, SIMONEGARATTI, SIMONERALLO, GIANMARCOSAVARESI, SERGIO MATTEO
Wait-and-judge scenario optimization 1-gen-2018 GARATTI, SIMONE +
Distributed constrained optimization and consensus in uncertain networks via proximal minimization 1-gen-2018 MARGELLOS, KONSTANTINOS NEKTARIOSFALSONE, ALESSANDROGARATTI, SIMONEPRANDINI, MARIA
Tuning regularization via scenario optimization 1-gen-2017 Formentin, SGaratti, SSavaresi, SM +
Estimation in Centrifugal Compressors via Particle Filtering 1-gen-2017 BISONE, LUIGIBittanti, S.De Marco, A.Garatti, S.PARESCHI, DIEGO +
Optimally shaping the stationary distribution of a constrained discrete time stochastic linear system via disturbance compensation 1-gen-2017 FALSONE, ALESSANDRODEORI, LUCAIOLI, DANIELEGARATTI, SIMONEPRANDINI, MARIA
Ventricular Defibrillation: Classification with GEM and a Roadmap for Future Investigations 1-gen-2017 Garatti, S +
Linear programs for resource sharing among heterogeneous agents: the effect of random agent arrivals 1-gen-2017 FALSONE, ALESSANDROMARGELLOS, KONSTANTINOS NEKTARIOSGARATTI, SIMONEPRANDINI, MARIA
Trading performance for state constraint feasibility in stochastic constrained control: A randomized approach 1-gen-2017 DEORI, LUCAGARATTI, SIMONEPRANDINI, MARIA
A coverage theory for least squares 1-gen-2017 GARATTI, SIMONE +
Mostrati risultati da 1 a 50 di 113
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