Marco C. Campi
Brescia University
H-index: 43
North America-United States
Top articles of Marco C. Campi
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
The Pick-to-Learn algorithm: Empowering compression for tight generalization bounds and improved post-training performance | Advances in Neural Information Processing Systems | Dario Paccagnan Marco Campi Simone Garatti | 2024/2/13 |
Non-convex scenario optimization | Mathematical Programming | Simone Garatti Marco C Campi | 2024/4/8 |
Signed-Perturbed Sums Estimation of ARX Systems: Exact Coverage and Strong Consistency (Extended Version) | arXiv preprint arXiv:2402.11528 | Algo Carè Erik Weyer Balázs Cs Csáji Marco C Campi | 2024/2/18 |
Scenario Optimization with Constraint Relaxation in a Non-Convex Setup: A Flexible and General Framework for Data-Driven Design | Simone Garatti Marco C Campi | 2023/12/13 | |
On conditional risk assessments in scenario optimization | SIAM Journal on Optimization | Simone Garatti Marco C Campi | 2023/6/30 |
Inductive knowledge under dominance | Synthese | Marco C Campi | 2023/5/16 |
Compression, generalization and learning | Journal of Machine Learning Research | Marco C Campi Simone Garatti | 2023 |
Compression at the service of learning: a case study for the Guaranteed Error Machine | Simone Garatti Marco C Campi | 2022/12/6 | |
Complexity is an effective observable to tune early stopping in scenario optimization | IEEE Transactions on Automatic Control | Simone Garatti Algo Carè Marco Claudio Campi | 2022/2/25 |
Risk and complexity in scenario optimization | Mathematical Programming | Simone Garatti Marco C Campi | 2022/1 |
State Conditional Filtering | IEEE Transactions on Automatic Control | Algo Carè Marco Claudio Campi Erik Weyer | 2021/8/10 |
Facing undermodelling in Sign-Perturbed-Sums system identification | Systems & Control Letters | Algo Carè Marco Claudio Campi B Cs Csáji Erik Weyer | 2021/7/1 |
A theory of the risk for optimization with relaxation and its application to support vector machines | Journal of Machine Learning Research | Marco C Campi Simone Garatti | 2021 |
On the consistency of the risk evaluation in the scenario approach | Simone Garatti Marco C Campi | 2021/12/14 | |
The scenario approach: A tool at the service of data-driven decision making | Marco C Campi Algo Carè Simone Garatti | 2021/1/1 | |
A theory of the risk for empirical CVaR with application to portfolio selection | Journal of Systems Science and Complexity | Giorgio Arici Marco C Campi Algo Carè Marco Dalai Federico A Ramponi | 2021/10 |
The risk of making decisions from data through the lens of the scenario approach | IFAC-PapersOnLine | Simone Garatti Marco C Campi | 2021/1/1 |
Scenario optimization with relaxation: a new tool for design and application to machine learning problems | Marco C Campi Simone Garatti | 2020/12/14 | |
Novel bounds on the probability of misclassification in majority voting: leveraging the majority size | IEEE Control Systems Letters | ATJR Cobbenhagen A Carè MC Campi FA Ramponi DJ Antunes | 2020/11/26 |
A study on majority-voting classifiers with guarantees on the probability of error | IFAC-PapersOnLine | Algo Carè Marco C Campi Federico A Ramponi Simone Garatti ATJ Roy Cobbenhagen | 2020/1/1 |
Co-Authors
