Marco C. Campi
Orcid: 0000-0002-5209-3312
According to our database1,
Marco C. Campi
authored at least 117 papers
between 1990 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2012, "For contributions to stochastic and randomized methods in systems and control".
Timeline
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Online presence:
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on ing.unibs.it
On csauthors.net:
Bibliography
2024
Signed-Perturbed Sums Estimation of ARX Systems: Exact Coverage and Strong Consistency (Extended Version).
CoRR, 2024
2023
Complexity Is an Effective Observable to Tune Early Stopping in Scenario Optimization.
IEEE Trans. Autom. Control., February, 2023
The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Scenario Optimization with Constraint Relaxation in a Non-Convex Setup: A Flexible and General Framework for Data-Driven Design.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023
2022
Compression at the service of learning: a case study for the Guaranteed Error Machine.
Proceedings of the 61st IEEE Conference on Decision and Control, 2022
2021
Syst. Control. Lett., 2021
J. Syst. Sci. Complex., 2021
A Theory of the Risk for Optimization with Relaxation and its Application to Support Vector Machines.
J. Mach. Learn. Res., 2021
Novel Bounds on the Probability of Misclassification in Majority Voting: Leveraging the Majority Size.
IEEE Control. Syst. Lett., 2021
Annu. Rev. Control., 2021
Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021
2020
Scenario optimization with relaxation: a new tool for design and application to machine learning problems.
Proceedings of the 59th IEEE Conference on Decision and Control, 2020
2019
IEEE Trans. Smart Grid, 2019
Deterministic continuous-time Virtual Reference Feedback Tuning (VRFT) with application to PID design.
Syst. Control. Lett., 2019
Networks Heterog. Media, 2019
CoRR, 2019
Comput. Manag. Sci., 2019
Proceedings of the 17th European Control Conference, 2019
Proceedings of the 17th European Control Conference, 2019
Proceedings of the 58th IEEE Conference on Decision and Control, 2019
Proceedings of the 58th IEEE Conference on Decision and Control, 2019
2018
IEEE Trans. Autom. Control., 2018
A New Classification Algorithm With Guaranteed Sensitivity and Specificity for Medical Applications.
IEEE Control. Syst. Lett., 2018
IEEE Control. Syst. Lett., 2018
Proceedings of the 28th IEEE International Workshop on Machine Learning for Signal Processing, 2018
2017
Proceedings of the 4th International Conference on Control, 2017
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017
Ventricular defibrillation: Classification with G.E.M. and a roadmap for future investigations.
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017
2016
Sign-Perturbed Sums (SPS) with asymmetric noise: Robustness analysis and robustification techniques.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016
2015
Sign-Perturbed Sums: A New System Identification Approach for Constructing Exact Non-Asymptotic Confidence Regions in Linear Regression Models.
IEEE Trans. Signal Process., 2015
Non-asymptotic model quality assessment of transfer functions at multiple frequency points.
Autom., 2015
Proceedings of the International Conference on Event-based Control, 2015
Sign-Perturbed Sums (SPS) with instrumental variables for the identification of ARX systems.
Proceedings of the 54th IEEE Conference on Decision and Control, 2015
Proceedings of the 54th IEEE Conference on Decision and Control, 2015
2014
Proceedings of the 2014 Power Systems Computation Conference, 2014
Empirical cost distribution: A scenario approach to the construction of probability boxes with application to channel equalization.
Proceedings of the 13th European Control Conference, 2014
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014
2013
Random Convex Programs with L<sub>1</sub>-Regularization: Sparsity and Generalization.
SIAM J. Control. Optim., 2013
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013
2012
Risk-Return Trade-off with the Scenario Approach in Practice: A Case Study in Portfolio Selection.
J. Optim. Theory Appl., 2012
Sign-perturbed sums (SPS): A method for constructing exact finite-sample confidence regions for general linear systems.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012
2011
A Sampling-and-Discarding Approach to Chance-Constrained Optimization: Feasibility and Optimality.
J. Optim. Theory Appl., 2011
State estimation algorithms with guaranteed confidence intervals for first order systems.
Proceedings of the 9th IEEE International Conference on Control and Automation, 2011
Prediction, filtering and smoothing using LSCR: State estimation algorithms with guaranteed confidence sets.
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011
2010
IEEE Trans. Autom. Control., 2010
Syst. Control. Lett., 2010
Why Is Resorting to Fate Wise? A Critical Look at Randomized Algorithms in Systems and Control.
Eur. J. Control, 2010
2009
Non-asymptotic confidence regions for model parameters in the presence of unmodelled dynamics.
Autom., 2009
Proceedings of the 48th IEEE Conference on Decision and Control, 2009
Proceedings of the 48th IEEE Conference on Decision and Control, 2009
2008
IEEE Trans. Autom. Control., 2008
SIAM J. Optim., 2008
2007
Parameter identification for nonlinear systems: Guaranteed confidence regions through LSCR.
Autom., 2007
Proceedings of the 46th IEEE Conference on Decision and Control, 2007
Proceedings of the 46th IEEE Conference on Decision and Control, 2007
Proceedings of the 46th IEEE Conference on Decision and Control, 2007
2006
Direct nonlinear control design: the virtual reference feedback tuning (VRFT) approach.
IEEE Trans. Autom. Control., 2006
The asymptotic model quality assessment for instrumental variable identification revisited.
Syst. Control. Lett., 2006
Trends in systems and signals: Status report prepared by the IFAC Coordinating Committee on Systems and Signals.
Annu. Rev. Control., 2006
Proceedings of the 45th IEEE Conference on Decision and Control, 2006
Proceedings of the 45th IEEE Conference on Decision and Control, 2006
2005
Math. Program., 2005
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005
2004
Assessing the quality of identified models through the asymptotic theory - when is the result reliable?
Autom., 2004
Autom., 2004
Proceedings of the 43rd IEEE Conference on Decision and Control, 2004
2003
Syst. Control. Lett., 2003
An Application of the Virtual Reference Feedback Tuning Method to a Benchmark Problem.
Eur. J. Control, 2003
Proceedings of the 7th European Control Conference, 2003
Model quality assessment for instrumental variable methods: use of the asymptotic theory in practice.
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003
Estimation of confidence regions for the parameters of ARMA models guaranteed non-asymptotic results.
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003
2002
IEEE Trans. Autom. Control., 2002
Virtual reference feedback tuning: a direct method for the design of feedback controllers.
Autom., 2002
Proceedings of the 41st IEEE Conference on Decision and Control, 2002
Proceedings of the 41st IEEE Conference on Decision and Control, 2002
New results on the asymptotic theory of system identification for the assessment of the quality of estimated models.
Proceedings of the 41st IEEE Conference on Decision and Control, 2002
2001
Proceedings of the 6th European Control Conference, 2001
Logic-based switching for the stabilization of stochastic systems in presence of unmodeled dynamics.
Proceedings of the 40th IEEE Conference on Decision and Control, 2001
Proceedings of the 40th IEEE Conference on Decision and Control, 2001
2000
IEEE Trans. Control. Syst. Technol., 2000
SIAM J. Control. Optim., 2000
SIAM J. Control. Optim., 2000
Proceedings of the 10th European Signal Processing Conference, 2000
Proceedings of the 39th IEEE Conference on Decision and Control, 2000
Virtual reference feedback tuning (VRFT): a new direct approach to the design of feedback controllers.
Proceedings of the 39th IEEE Conference on Decision and Control, 2000
Proceedings of the 39th IEEE Conference on Decision and Control, 2000
1997
Autom., 1997
1996
The problem of pole-zero cancellation in transfer function identification and application to adaptive stabilization.
Autom., 1996
1994
Exponentially weighted least squares identification of time-varying systems with white disturbances.
IEEE Trans. Signal Process., 1994
IEEE Trans. Autom. Control., 1994
1992
On the convergence of minimum-variance directional-forgetting adaptive control scheme.
Autom., 1992
1990
Convergence and exponential convergence of identification algorithms with directional forgetting factor.
Autom., 1990