Marco C. Campi

128 papers A* 1C 3Journal 67Unranked 57
YearRankTypeTitle / Venue / Authors
2026 J jnl
Scenario Approach with Post-Design Certification of User-Specified Properties.
CoRR
Algo Carè, Marco C. Campi, Simone Garatti
2025 — conf
A Scenario-Based Approach for Stochastic Economic Model Predictive Control with an Expected Shortfall Constraint.
CDC
Alireza Arastou, Algo Carè, Ye Wang, Marco C. Campi, Erik Weyer
2025 J jnl
A Scenario-Based Approach for Stochastic Economic Model Predictive Control with an Expected Shortfall Constraint.
CoRR
Alireza Arastou, Algo Carè, Ye Wang, Marco C. Campi, Erik Weyer
2025 J jnl
Non-convex scenario optimization.
Math. Program.
Simone Garatti, Marco C. Campi
2025 — conf
Pick-To-Learn for Systems and Control: theoretical review with a showcase in reachability analysis.
CDC
Dario Paccagnan, Daniel Marks, Marco C. Campi, Simone Garatti
2025 J jnl
Pick-to-Learn for Systems and Control: Data-driven Synthesis with State-of-the-art Safety Guarantees.
CoRR
Dario Paccagnan, Daniel Marks, Marco C. Campi, Simone Garatti
2025 — conf
Post-Design Verification in the Scenario Approach.
CDC
Algo Carè, Marco C. Campi, Simone Garatti
2025 J jnl
Risk Analysis and Design Against Adversarial Actions.
CoRR
Marco C. Campi, Algo Carè, Luis G. Crespo, Simone Garatti, Federico A. Ramponi
2025 J jnl
Signed-Perturbed Sums Estimation of ARX Systems: Exact Coverage and Strong Consistency.
SIAM J. Control. Optim.
Algo Carè, Erik Weyer, Balázs Csanád Csáji, Marco C. Campi
2024 — conf
Average number of mistakes in sequential risk-averse scenario decision-making.
CDC
Simone Garatti, Algo Carè, Marco C. Campi
2024 — conf
Preferent compression for tight generalization bounds.
COPA
Marco C. Campi, Simone Garatti
2024 J jnl
Signed-Perturbed Sums Estimation of ARX Systems: Exact Coverage and Strong Consistency (Extended Version).
CoRR
Algo Carè, Erik Weyer, Balázs Csanád Csáji, Marco C. Campi
2023 J jnl
Compression, Generalization and Learning.
CoRR
Marco C. Campi, Simone Garatti
2023 J jnl
Compression, Generalization and Learning.
J. Mach. Learn. Res.
Marco C. Campi, Simone Garatti
2023 J jnl
On Conditional Risk Assessments in Scenario Optimization.
SIAM J. Optim.
Simone Garatti, Marco C. Campi
2023 — conf
Scenario Optimization with Constraint Relaxation in a Non-Convex Setup: A Flexible and General Framework for Data-Driven Design.
CDC
Simone Garatti, Marco C. Campi
2023 A* conf
The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance.
NeurIPS
Dario Paccagnan, Marco C. Campi, Simone Garatti
2022 — conf
Compression at the service of learning: a case study for the Guaranteed Error Machine.
CDC
Simone Garatti, Marco C. Campi
2022 J jnl
Risk and complexity in scenario optimization.
Math. Program.
Simone Garatti, Marco C. Campi
2021 J jnl
A Theory of the Risk for Empirical CVaR with Application to Portfolio Selection.
J. Syst. Sci. Complex.
Giorgio Arici, Marco C. Campi, Algo Carè, Marco Dalai, Federico A. Ramponi
2021 J jnl
A Theory of the Risk for Optimization with Relaxation and its Application to Support Vector Machines.
J. Mach. Learn. Res.
Marco C. Campi, Simone Garatti
2021 J jnl
Novel Bounds on the Probability of Misclassification in Majority Voting: Leveraging the Majority Size.
IEEE Control. Syst. Lett.
A. T. J. R. Cobbenhagen, Algo Carè, Marco C. Campi, Federico A. Ramponi, Duarte J. Antunes, W. P. M. H. Heemels
2021 — conf
On the consistency of the risk evaluation in the scenario approach.
CDC
Simone Garatti, Marco C. Campi
2021 J jnl
The scenario approach: A tool at the service of data-driven decision making.
Annu. Rev. Control.
Marco C. Campi, Algo Carè, Simone Garatti
2020 — conf
Scenario optimization with relaxation: a new tool for design and application to machine learning problems.
CDC
Marco C. Campi, Simone Garatti
2020 J jnl
Scenario optimization with relaxation: a new tool for design and application to machine learning problems.
CoRR
Marco C. Campi, Simone Garatti
2019 — conf
A Toolbox for Virtual Reference Feedback Tuning (VRFT).
ECC
Algo Carè, Fabrizio Torricelli, Marco C. Campi, Sergio M. Savaresi
2019 — conf
Complexity-based modulation of the data-set in scenario optimization.
ECC
Simone Garatti, Marco C. Campi
2019 J jnl
Deterministic continuous-time Virtual Reference Feedback Tuning (VRFT) with application to PID design.
Syst. Control. Lett.
Simone Formentin, Marco C. Campi, Algo Carè, Sergio M. Savaresi
2019 — conf
Learning for Control: a Bayesian Scenario Approach.
CDC
Simone Garatti, Marco C. Campi
2019 J jnl
On a class of interval predictor models with universal reliability.
Autom.
Simone Garatti, Marco C. Campi, Algo Carè
2019 J jnl
Opinion formation in voting processes under bounded confidence.
Networks Heterog. Media
Sergei Yu. Pilyugin, Marco C. Campi
2019 — conf
The Scenario Approach Meets Uncertain Game Theory and Variational Inequalities.
CDC
Dario Paccagnan, Marco C. Campi
2019 J jnl
The scenario approach meets uncertain variational inequalities and game theory.
CoRR
Dario Paccagnan, Marco C. Campi
2019 J jnl
The wait-and-judge scenario approach applied to antenna array design.
Comput. Manag. Sci.
Algo Carè, Simone Garatti, Marco C. Campi
2018 J jnl
A New Classification Algorithm With Guaranteed Sensitivity and Specificity for Medical Applications.
IEEE Control. Syst. Lett.
Algo Carè, Federico A. Ramponi, Marco C. Campi
2018 J jnl
Expected shortfall: Heuristics and certificates.
Eur. J. Oper. Res.
Federico A. Ramponi, Marco C. Campi
2018 J jnl
Finite-Sample System Identification: An Overview and a New Correlation Method.
IEEE Control. Syst. Lett.
Algo Carè, Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
2018 J jnl
Sign-Perturbed Sums: A New System Identification Approach for Constructing Exact Non-Asymptotic Confidence Regions in Linear Regression Models.
CoRR
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
2018 — conf
Uncertainty Bounds for Kernel-based Regression: a Bayesian SPS Approach.
MLSP
Algo Carè, Gianluigi Pillonetto, Marco C. Campi
2018 J jnl
Wait-and-judge scenario optimization.
Math. Program.
Marco C. Campi, Simone Garatti
2017 C conf
Keynote 1: "Wait-and-judge ín scenario optimization".
CoDIT
Marco C. Campi
2017 — conf
Tuning regularization via scenario optimization.
CDC
Simone Formentin, Simone Garatti, Marco C. Campi, Sergio M. Savaresi
2017 — conf
Ventricular defibrillation: Classification with G.E.M. and a roadmap for future investigations.
CDC
Fabio Baronio, Manuela Baronio, Marco C. Campi, Algo Carè, Simone Garatti, Giovanna Perone
2016 — conf
Sign-Perturbed Sums (SPS) with asymmetric noise: Robustness analysis and robustification techniques.
CDC
Algo Carè, Balázs Csanád Csáji, Marco C. Campi
2015 — conf
Non-convex scenario optimization with application to system identification.
CDC
Marco C. Campi, Simone Garatti, Federico A. Ramponi
2015 — conf
On the choice of the event trigger in event-based estimation.
EBCCSP
Sebastian Trimpe, Marco C. Campi
2015 J jnl
Scenario Min-Max Optimization and the Risk of Empirical Costs.
SIAM J. Optim.
Algo Carè, Simone Garatti, Marco C. Campi
2015 — conf
Sign-Perturbed Sums (SPS) with instrumental variables for the identification of ARX systems.
CDC
Valerio Volpe, Balázs Csanád Csáji, Algo Carè, Erik Weyer, Marco C. Campi
2015 J jnl
Sign-Perturbed Sums: A New System Identification Approach for Constructing Exact Non-Asymptotic Confidence Regions in Linear Regression Models.
IEEE Trans. Signal Process.
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
2014 — conf
Advanced optimization methods for power systems.
PSCC
Patrick Panciatici, Marco C. Campi, Simone Garatti, Steven H. Low, Daniel K. Molzahn, Andy X. Sun, Louis Wehenkel
2014 — conf
Empirical cost distribution: A scenario approach to the construction of probability boxes with application to channel equalization.
ECC
Algo Carè, Simone Garatti, Marco C. Campi
2014 J jnl
FAST - Fast Algorithm for the Scenario Technique.
Oper. Res.
Algo Carè, Simone Garatti, Marco C. Campi
2014 — conf
Strong consistency of the Sign-Perturbed Sums method.
CDC
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
2013 — conf
Guaranteed non-asymptotic confidence ellipsoids for FIR systems.
CDC
Erik Weyer, Balázs Csanád Csáji, Marco C. Campi
2013 — conf
Least squares estimates and the coverage of least squares costs.
CDC
Algo Carè, Simone Garatti, Marco C. Campi
2013 J jnl
Random Convex Programs with L
SIAM J. Control. Optim.
Marco C. Campi, Algo Carè
2012 J jnl
Risk-Return Trade-off with the Scenario Approach in Practice: A Case Study in Portfolio Selection.
J. Optim. Theory Appl.
Bernardo K. Pagnoncelli, Daniel Reich, Marco C. Campi
2012 — conf
Sign-perturbed sums (SPS): A method for constructing exact finite-sample confidence regions for general linear systems.
CDC
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
2011 J jnl
A Sampling-and-Discarding Approach to Chance-Constrained Optimization: Feasibility and Optimality.
J. Optim. Theory Appl.
Marco C. Campi, Simone Garatti
2011 — conf
Prediction, filtering and smoothing using LSCR: State estimation algorithms with guaranteed confidence sets.
CDC/ECC
Erik Weyer, Marco C. Campi
2011 — conf
Randomized min-max optimization: The exact risk of multiple cost levels.
CDC/ECC
Algo Carè, Simone Garatti, Marco C. Campi
2011 — conf
State estimation algorithms with guaranteed confidence intervals for first order systems.
ICCA
Erik Weyer, Marco C. Campi
2010 J jnl
Classification with guaranteed probability of error.
Mach. Learn.
Marco C. Campi
2010 J jnl
Iterative robust control: Speeding up improvement through iterations.
Syst. Control. Lett.
Simone Garatti, Marco C. Campi, Sergio Bittanti
2010 J jnl
Non-Asymptotic Confidence Sets for the Parameters of Linear Transfer Functions.
IEEE Trans. Autom. Control.
Marco C. Campi, Erik Weyer
2010 J jnl
Why Is Resorting to Fate Wise? A Critical Look at Randomized Algorithms in Systems and Control.
Eur. J. Control
Marco C. Campi
2009 — conf
Adaptation and the effort needed to adapt.
CDC
Sergio Bittanti, Marco C. Campi, Maria Prandini
2009 — conf
Finite sample properties of system identification with quantized output data.
CDC
Erik Weyer, Sangho Ko, Marco C. Campi
2009 J jnl
Interval predictor models: Identification and reliability.
Autom.
Marco C. Campi, Giuseppe Carlo Calafiore, Simone Garatti
2009 J jnl
Non-asymptotic confidence regions for model parameters in the presence of unmodelled dynamics.
Autom.
Marco C. Campi, Sangho Ko, Erik Weyer
2009 J jnl
Notes on the Scenario Design Approach.
IEEE Trans. Autom. Control.
Marco C. Campi, Giuseppe Carlo Calafiore
2009 J jnl
The scenario approach for systems and control design.
Annu. Rev. Control.
Marco C. Campi, Simone Garatti, Maria Prandini
2008 J jnl
An Iterative Identification Method for Linear Continuous-Time Systems.
IEEE Trans. Autom. Control.
Marco C. Campi, Toshiharu Sugie, Fumitoshi Sakai
2008 J jnl
The Exact Feasibility of Randomized Solutions of Uncertain Convex Programs.
SIAM J. Optim.
Marco C. Campi, Simone Garatti
2007 — conf
A new approach to controller design in presence of constraints.
CDC
Maria Prandini, Marco C. Campi
2007 — conf
Modulating robustness in robust control: Making it easy through randomization.
CDC
Marco C. Campi, Simone Garatti
2007 — conf
New results on the scenario design approach.
CDC
Marco C. Campi, Giuseppe Carlo Calafiore
2007 — conf
Non-asymptotic confidence regions for model parameters in the presence of unmodelled dynamics.
CDC
Marco C. Campi, Sangho Ko, Erik Weyer
2007 J jnl
Parameter identification for nonlinear systems: Guaranteed confidence regions through LSCR.
Autom.
Marco Dalai, Erik Weyer, Marco C. Campi
2006 J jnl
Direct nonlinear control design: the virtual reference feedback tuning (VRFT) approach.
IEEE Trans. Autom. Control.
Marco C. Campi, Sergio M. Savaresi
2006 — conf
Iterative identification method for linear continuous-time systems.
CDC
Marco C. Campi, Toshiharu Sugie, Fumitoshi Sakai
2006 — conf
Non-asymptotic confidence sets for input-output transfer functions.
CDC
Marco C. Campi, Erik Weyer
2006 J jnl
The asymptotic model quality assessment for instrumental variable identification revisited.
Syst. Control. Lett.
Simone Garatti, Marco C. Campi, Sergio Bittanti
2006 J jnl
The scenario approach to robust control design.
IEEE Trans. Autom. Control.
Giuseppe Carlo Calafiore, Marco C. Campi
2006 J jnl
Trends in systems and signals: Status report prepared by the IFAC Coordinating Committee on Systems and Signals.
Annu. Rev. Control.
Tohru Katayama, Tomas McKelvey, Akira Sano, Christos G. Cassandras, Marco C. Campi
2006 J jnl
[untitled].
Commun. Inf. Syst.
Sergio Bittanti, Marco C. Campi
2005 J jnl
Guaranteed non-asymptotic confidence regions in system identification.
Autom.
Marco C. Campi, Erik Weyer
2005 — conf
Introducing robustness in iterative control.
CDC/ECC
Sergio Bittanti, Marco C. Campi, Simone Garatti
2005 — conf
On Two-Stage Portfolio Allocation Problems with Affine Recourse.
CDC/ECC
Giuseppe Carlo Calafiore, Marco C. Campi
2005 — conf
Parametric Identification of Nonlinear Systems: Guaranteed Confidence Regions.
CDC/ECC
Marco Dalai, Erik Weyer, Marco C. Campi
2005 J jnl
Uncertain convex programs: randomized solutions and confidence levels.
Math. Program.
Giuseppe Carlo Calafiore, Marco C. Campi
2005 — conf
Virtual Reference Feedback Tuning for non-linear systems.
CDC/ECC
Marco C. Campi, Sergio M. Savaresi
2004 — conf
A new bound on the generalization rate of sampled convex programs.
CDC
Giuseppe Carlo Calafiore, Marco C. Campi
2004 J jnl
Assessing the quality of identified models through the asymptotic theory - when is the result reliable?
Autom.
Simone Garatti, Marco C. Campi, Sergio Bittanti
2004 J jnl
Non-asymptotic quality assessment of generalised FIR models with periodic inputs.
Autom.
Marco C. Campi, Su Ki Ooi, Erik Weyer
2003 J jnl
An Application of the Virtual Reference Feedback Tuning Method to a Benchmark Problem.
Eur. J. Control
Marco C. Campi, Andrea Lecchini, Sergio M. Savaresi
2003 — conf
Estimation of confidence regions for the parameters of ARMA models guaranteed non-asymptotic results.
CDC
Marco C. Campi, Erik Weyer
2003 C conf
Finite sample quality assessment of system identification models of irrigation channels.
CCA
Su Ki Ooi, Erik Weyer, Marco C. Campi
2003 — conf
Hysteresis-based switching control of stochastic linear systems.
ECC
Maria Prandini, João P. Hespanha, Marco C. Campi
2003 — conf
Model quality assessment for instrumental variable methods: use of the asymptotic theory in practice.
CDC
Simone Garatti, Marco C. Campi, Sergio Bittanti
2003 J jnl
Randomized algorithms for the synthesis of cautious adaptive controllers.
Syst. Control. Lett.
Marco C. Campi, Maria Prandini
2003 — conf
Robust convex programs: randomized solutions and applications in control.
CDC
Giuseppe Carlo Calafiore, Marco C. Campi
2002 J jnl
Finite sample properties of system identification methods.
IEEE Trans. Autom. Control.
Marco C. Campi, Erik Weyer
2002 — conf
Interval predictors for unknown dynamical systems: an assessment of reliability.
CDC
Giuseppe Carlo Calafiore, Marco C. Campi
2002 — conf
New results on the asymptotic theory of system identification for the assessment of the quality of estimated models.
CDC
S. Bittani, Marco C. Campi, Simone Garatti
2002 J jnl
Non-asymptotic confidence ellipsoids for the least-squares estimate.
Autom.
Erik Weyer, Marco C. Campi
2002 — conf
Non-asymptotic quality assessment of generalised FIR models.
CDC
Marco C. Campi, Su Ki Ooi, Erik Weyer
2002 J jnl
Virtual reference feedback tuning: a direct method for the design of feedback controllers.
Autom.
Marco C. Campi, Andrea Lecchini, Sergio M. Savaresi
2001 J jnl
Learning with prior information.
IEEE Trans. Autom. Control.
Marco C. Campi, Mathukumalli Vidyasagar
2001 — conf
Logic-based switching for the stabilization of stochastic systems in presence of unmodeled dynamics.
CDC
Maria Prandini, Marco C. Campi
2001 — conf
Sensitivity shaping via virtual reference feedback tuning.
CDC
Andrea Lecchini, Marco C. Campi, Sergio Matteo Savaresi
2001 — conf
Virtual reference feedback tuning for two degree of freedom controllers.
ECC
Andrea Lecchini, Marco C. Campi, Sergio M. Savaresi
2000 J jnl
A model of a bubbling fluidized bed combustor oriented to char mass estimation.
IEEE Trans. Control. Syst. Technol.
Sergio Bittanti, Paolo Bolzern, Marco C. Campi, Antonio De Marco, Guido Poncia, Walter Prandoni
2000 — conf
A self-optimizing adaptive LQG control scheme for input-output systems.
CDC
Maria Prandini, Marco C. Campi
2000 J jnl
Adaptive LQG Control of Input-Output Systems---A Cost-biased Approach.
SIAM J. Control. Optim.
Maria Prandini, Marco C. Campi
2000 C conf
Learning with prior information.
ISCAS
Marco C. Campi, M. Vidyasagar
2000 — conf
Non-asymptotic confidence ellipsoids for the least squares estimate.
CDC
Erik Weyer, Marco C. Campi
2000 J jnl
Persistence of Excitation Properties for Time-Varying Autoregressive Systems.
SIAM J. Control. Optim.
Sergio Bittanti, Marco C. Campi
2000 — conf
Persistence of excitation properties for the identification of time-varying systems.
CDC
Sergio Bittanti, Marco C. Campi, Lei Guo
2000 — conf
Pole placement techniques for a class of IIR blind equalizers.
EUSIPCO
Marco C. Campi, Riccardo Leonardi, Lorenzo A. Rossi
2000 — conf
Virtual reference feedback tuning (VRFT): a new direct approach to the design of feedback controllers.
CDC
Marco C. Campi, Andrea Lecchini, Sergio M. Savaresi
1997 J jnl
Unbiased estimation of a sinusoid in colored noise via adapted notch filters.
Autom.
Sergio Bittanti, Marco C. Campi, Sergio M. Savaresi
1996 J jnl
The problem of pole-zero cancellation in transfer function identification and application to adaptive stabilization.
Autom.
Marco C. Campi
1994 J jnl
Bounded error identification of time-varying parameters by RLS techniques.
IEEE Trans. Autom. Control.
Sergio Bittanti, Marco C. Campi
1994 J jnl
Exponentially weighted least squares identification of time-varying systems with white disturbances.
IEEE Trans. Signal Process.
Marco C. Campi
1992 J jnl
On the convergence of minimum-variance directional-forgetting adaptive control scheme.
Autom.
Marco C. Campi
1990 J jnl
Convergence and exponential convergence of identification algorithms with directional forgetting factor.
Autom.
Sergio Bittanti, Paolo Bolzern, Marco C. Campi