Marco C. Campi

ORCID

Publication Activity (10 Years)

Years Active: 1990-2024
Publications (10 Years): 33

Top Venues

CDC

CoRR

IEEE Control. Syst. Lett.

ECC

Publications

Algo Carè, Erik Weyer, Balázs Csanád Csáji, Marco C. Campi
Signed-Perturbed Sums Estimation of ARX Systems: Exact Coverage and Strong Consistency (Extended Version). CoRR (2024)
Marco C. Campi, Simone Garatti
Compression, Generalization and Learning. CoRR (2023)
Dario Paccagnan, Marco C. Campi, Simone Garatti
The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance. NeurIPS (2023)
Simone Garatti, Marco C. Campi
On Conditional Risk Assessments in Scenario Optimization. SIAM J. Optim. 33 (2) (2023)
Simone Garatti, Marco C. Campi
Scenario Optimization with Constraint Relaxation in a Non-Convex Setup: A Flexible and General Framework for Data-Driven Design. CDC (2023)
Simone Garatti, Marco C. Campi
Risk and complexity in scenario optimization. Math. Program. 191 (1) (2022)
Simone Garatti, Marco C. Campi
Compression at the service of learning: a case study for the Guaranteed Error Machine. CDC (2022)
Giorgio Arici, Marco C. Campi, Algo Carè, Marco Dalai, Federico A. Ramponi
A Theory of the Risk for Empirical CVaR with Application to Portfolio Selection. J. Syst. Sci. Complex. 34 (5) (2021)
Marco C. Campi, Algo Carè, Simone Garatti
The scenario approach: A tool at the service of data-driven decision making. Annu. Rev. Control. 52 (2021)
Marco C. Campi, Simone Garatti
A Theory of the Risk for Optimization with Relaxation and its Application to Support Vector Machines. J. Mach. Learn. Res. 22 (2021)
A. T. J. R. Cobbenhagen, Algo Carè, Marco C. Campi, Federico A. Ramponi, Duarte J. Antunes, W. P. M. H. Heemels
Novel Bounds on the Probability of Misclassification in Majority Voting: Leveraging the Majority Size. IEEE Control. Syst. Lett. 5 (5) (2021)
Simone Garatti, Marco C. Campi
On the consistency of the risk evaluation in the scenario approach. CDC (2021)
Marco C. Campi, Simone Garatti
Scenario optimization with relaxation: a new tool for design and application to machine learning problems. CDC (2020)
Marco C. Campi, Simone Garatti
Scenario optimization with relaxation: a new tool for design and application to machine learning problems. CoRR (2020)
Dario Paccagnan, Marco C. Campi
The Scenario Approach Meets Uncertain Game Theory and Variational Inequalities. CDC (2019)
Algo Carè, Fabrizio Torricelli, Marco C. Campi, Sergio M. Savaresi
A Toolbox for Virtual Reference Feedback Tuning (VRFT). ECC (2019)
Simone Formentin, Marco C. Campi, Algo Carè, Sergio M. Savaresi
Deterministic continuous-time Virtual Reference Feedback Tuning (VRFT) with application to PID design. Syst. Control. Lett. 127 (2019)
Sergei Yu. Pilyugin, Marco C. Campi
Opinion formation in voting processes under bounded confidence. Networks Heterog. Media 14 (3) (2019)
Simone Garatti, Marco C. Campi
Complexity-based modulation of the data-set in scenario optimization. ECC (2019)
Simone Garatti, Marco C. Campi, Algo Carè
On a class of interval predictor models with universal reliability. Autom. 110 (2019)
Dario Paccagnan, Marco C. Campi
The scenario approach meets uncertain variational inequalities and game theory. CoRR (2019)
Algo Carè, Simone Garatti, Marco C. Campi
The wait-and-judge scenario approach applied to antenna array design. Comput. Manag. Sci. 16 (3) (2019)
Simone Garatti, Marco C. Campi
Learning for Control: a Bayesian Scenario Approach. CDC (2019)
Marco C. Campi, Simone Garatti
Wait-and-judge scenario optimization. Math. Program. 167 (1) (2018)
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
Sign-Perturbed Sums: A New System Identification Approach for Constructing Exact Non-Asymptotic Confidence Regions in Linear Regression Models. CoRR (2018)
Federico A. Ramponi, Marco C. Campi
Expected shortfall: Heuristics and certificates. Eur. J. Oper. Res. 267 (3) (2018)
Algo Carè, Gianluigi Pillonetto, Marco C. Campi
Uncertainty Bounds for Kernel-based Regression: a Bayesian SPS Approach. MLSP (2018)
Algo Carè, Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
Finite-Sample System Identification: An Overview and a New Correlation Method. IEEE Control. Syst. Lett. 2 (1) (2018)
Algo Carè, Federico A. Ramponi, Marco C. Campi
A New Classification Algorithm With Guaranteed Sensitivity and Specificity for Medical Applications. IEEE Control. Syst. Lett. 2 (3) (2018)
Simone Formentin, Simone Garatti, Marco C. Campi, Sergio M. Savaresi
Tuning regularization via scenario optimization. CDC (2017)
Fabio Baronio, Manuela Baronio, Marco C. Campi, Algo Carè, Simone Garatti, Giovanna Perone
Ventricular defibrillation: Classification with G.E.M. and a roadmap for future investigations. CDC (2017)
Marco C. Campi
Keynote 1: "Wait-and-judge ín scenario optimization". CoDIT (2017)
Algo Carè, Balázs Csanád Csáji, Marco C. Campi
Sign-Perturbed Sums (SPS) with asymmetric noise: Robustness analysis and robustification techniques. CDC (2016)
Valerio Volpe, Balázs Csanád Csáji, Algo Carè, Erik Weyer, Marco C. Campi
Sign-Perturbed Sums (SPS) with instrumental variables for the identification of ARX systems. CDC (2015)
Marco C. Campi, Simone Garatti, Federico A. Ramponi
Non-convex scenario optimization with application to system identification. CDC (2015)
Sebastian Trimpe, Marco C. Campi
On the choice of the event trigger in event-based estimation. EBCCSP (2015)
Algo Carè, Simone Garatti, Marco C. Campi
Scenario Min-Max Optimization and the Risk of Empirical Costs. SIAM J. Optim. 25 (4) (2015)
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
Sign-Perturbed Sums: A New System Identification Approach for Constructing Exact Non-Asymptotic Confidence Regions in Linear Regression Models. IEEE Trans. Signal Process. 63 (1) (2015)
Algo Carè, Simone Garatti, Marco C. Campi
FAST - Fast Algorithm for the Scenario Technique. Oper. Res. 62 (3) (2014)
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
Strong consistency of the Sign-Perturbed Sums method. CDC (2014)
Patrick Panciatici, Marco C. Campi, Simone Garatti, Steven H. Low, Daniel K. Molzahn, Andy X. Sun, Louis Wehenkel
Advanced optimization methods for power systems. PSCC (2014)
Algo Carè, Simone Garatti, Marco C. Campi
Empirical cost distribution: A scenario approach to the construction of probability boxes with application to channel equalization. ECC (2014)
Marco C. Campi, Algo Carè
-Regularization: Sparsity and Generalization. SIAM J. Control. Optim. 51 (5) (2013)
Algo Carè, Simone Garatti, Marco C. Campi
Least squares estimates and the coverage of least squares costs. CDC (2013)
Erik Weyer, Balázs Csanád Csáji, Marco C. Campi
Guaranteed non-asymptotic confidence ellipsoids for FIR systems. CDC (2013)
Balázs Csanád Csáji, Marco C. Campi, Erik Weyer
Sign-perturbed sums (SPS): A method for constructing exact finite-sample confidence regions for general linear systems. CDC (2012)
Bernardo K. Pagnoncelli, Daniel Reich, Marco C. Campi
Risk-Return Trade-off with the Scenario Approach in Practice: A Case Study in Portfolio Selection. J. Optim. Theory Appl. 155 (2) (2012)
Algo Carè, Simone Garatti, Marco C. Campi
Randomized min-max optimization: The exact risk of multiple cost levels. CDC/ECC (2011)
Erik Weyer, Marco C. Campi
State estimation algorithms with guaranteed confidence intervals for first order systems. ICCA (2011)
Marco C. Campi, Simone Garatti
A Sampling-and-Discarding Approach to Chance-Constrained Optimization: Feasibility and Optimality. J. Optim. Theory Appl. 148 (2) (2011)
Erik Weyer, Marco C. Campi
Prediction, filtering and smoothing using LSCR: State estimation algorithms with guaranteed confidence sets. CDC/ECC (2011)
Simone Garatti, Marco C. Campi, Sergio Bittanti
Iterative robust control: Speeding up improvement through iterations. Syst. Control. Lett. 59 (2) (2010)
Marco C. Campi, Erik Weyer
Non-Asymptotic Confidence Sets for the Parameters of Linear Transfer Functions. IEEE Trans. Autom. Control. 55 (12) (2010)
Marco C. Campi
Classification with guaranteed probability of error. Mach. Learn. 80 (1) (2010)
Marco C. Campi
Why Is Resorting to Fate Wise? A Critical Look at Randomized Algorithms in Systems and Control. Eur. J. Control 16 (5) (2010)
Marco C. Campi, Giuseppe Carlo Calafiore
Notes on the Scenario Design Approach. IEEE Trans. Autom. Control. 54 (2) (2009)
Marco C. Campi, Giuseppe Carlo Calafiore, Simone Garatti
Interval predictor models: Identification and reliability. Autom. 45 (2) (2009)
Marco C. Campi, Simone Garatti, Maria Prandini
The scenario approach for systems and control design. Annu. Rev. Control. 33 (2) (2009)
Sergio Bittanti, Marco C. Campi, Maria Prandini
Adaptation and the effort needed to adapt. CDC (2009)
Marco C. Campi, Sangho Ko, Erik Weyer
Non-asymptotic confidence regions for model parameters in the presence of unmodelled dynamics. Autom. 45 (10) (2009)
Erik Weyer, Sangho Ko, Marco C. Campi
Finite sample properties of system identification with quantized output data. CDC (2009)
Marco C. Campi, Simone Garatti
The Exact Feasibility of Randomized Solutions of Uncertain Convex Programs. SIAM J. Optim. 19 (3) (2008)
Marco C. Campi, Toshiharu Sugie, Fumitoshi Sakai
An Iterative Identification Method for Linear Continuous-Time Systems. IEEE Trans. Autom. Control. 53 (7) (2008)
Marco C. Campi, Sangho Ko, Erik Weyer
Non-asymptotic confidence regions for model parameters in the presence of unmodelled dynamics. CDC (2007)
Marco C. Campi, Giuseppe Carlo Calafiore
New results on the scenario design approach. CDC (2007)
Marco C. Campi, Simone Garatti
Modulating robustness in robust control: Making it easy through randomization. CDC (2007)
Maria Prandini, Marco C. Campi
A new approach to controller design in presence of constraints. CDC (2007)
Marco Dalai, Erik Weyer, Marco C. Campi
Parameter identification for nonlinear systems: Guaranteed confidence regions through LSCR. Autom. 43 (8) (2007)
Simone Garatti, Marco C. Campi, Sergio Bittanti
The asymptotic model quality assessment for instrumental variable identification revisited. Syst. Control. Lett. 55 (6) (2006)
Tohru Katayama, Tomas McKelvey, Akira Sano, Christos G. Cassandras, Marco C. Campi
Trends in systems and signals: Status report prepared by the IFAC Coordinating Committee on Systems and Signals. Annu. Rev. Control. 30 (1) (2006)
Marco C. Campi, Erik Weyer
Non-asymptotic confidence sets for input-output transfer functions. CDC (2006)
Marco C. Campi, Sergio M. Savaresi
Direct nonlinear control design: the virtual reference feedback tuning (VRFT) approach. IEEE Trans. Autom. Control. 51 (1) (2006)
Marco C. Campi, Toshiharu Sugie, Fumitoshi Sakai
Iterative identification method for linear continuous-time systems. CDC (2006)
Giuseppe Carlo Calafiore, Marco C. Campi
The scenario approach to robust control design. IEEE Trans. Autom. Control. 51 (5) (2006)
Sergio Bittanti, Marco C. Campi
[untitled]. Commun. Inf. Syst. 6 (4) (2006)
Marco C. Campi, Sergio M. Savaresi
Virtual Reference Feedback Tuning for non-linear systems. CDC/ECC (2005)
Sergio Bittanti, Marco C. Campi, Simone Garatti
Introducing robustness in iterative control. CDC/ECC (2005)
Marco C. Campi, Erik Weyer
Guaranteed non-asymptotic confidence regions in system identification. Autom. 41 (10) (2005)
Marco Dalai, Erik Weyer, Marco C. Campi
Parametric Identification of Nonlinear Systems: Guaranteed Confidence Regions. CDC/ECC (2005)
Giuseppe Carlo Calafiore, Marco C. Campi
Uncertain convex programs: randomized solutions and confidence levels. Math. Program. 102 (1) (2005)
Giuseppe Carlo Calafiore, Marco C. Campi
On Two-Stage Portfolio Allocation Problems with Affine Recourse. CDC/ECC (2005)
Giuseppe Carlo Calafiore, Marco C. Campi
A new bound on the generalization rate of sampled convex programs. CDC (2004)
Simone Garatti, Marco C. Campi, Sergio Bittanti
Assessing the quality of identified models through the asymptotic theory - when is the result reliable? Autom. 40 (8) (2004)
Marco C. Campi, Su Ki Ooi, Erik Weyer
Non-asymptotic quality assessment of generalised FIR models with periodic inputs. Autom. 40 (12) (2004)
Marco C. Campi, Andrea Lecchini, Sergio M. Savaresi
An Application of the Virtual Reference Feedback Tuning Method to a Benchmark Problem. Eur. J. Control 9 (1) (2003)
Maria Prandini, João P. Hespanha, Marco C. Campi
Hysteresis-based switching control of stochastic linear systems. ECC (2003)
Marco C. Campi, Maria Prandini
Randomized algorithms for the synthesis of cautious adaptive controllers. Syst. Control. Lett. 49 (1) (2003)
Marco C. Campi, Erik Weyer
Estimation of confidence regions for the parameters of ARMA models guaranteed non-asymptotic results. CDC (2003)
Simone Garatti, Marco C. Campi, Sergio Bittanti
Model quality assessment for instrumental variable methods: use of the asymptotic theory in practice. CDC (2003)
Giuseppe Carlo Calafiore, Marco C. Campi
Robust convex programs: randomized solutions and applications in control. CDC (2003)
Giuseppe Carlo Calafiore, Marco C. Campi
Interval predictors for unknown dynamical systems: an assessment of reliability. CDC (2002)
S. Bittani, Marco C. Campi, Simone Garatti
New results on the asymptotic theory of system identification for the assessment of the quality of estimated models. CDC (2002)
Erik Weyer, Marco C. Campi
Non-asymptotic confidence ellipsoids for the least-squares estimate. Autom. 38 (9) (2002)
Marco C. Campi, Andrea Lecchini, Sergio M. Savaresi
Virtual reference feedback tuning: a direct method for the design of feedback controllers. Autom. 38 (8) (2002)
Marco C. Campi, Erik Weyer
Finite sample properties of system identification methods. IEEE Trans. Autom. Control. 47 (8) (2002)
Marco C. Campi, Su Ki Ooi, Erik Weyer
Non-asymptotic quality assessment of generalised FIR models. CDC (2002)
Andrea Lecchini, Marco C. Campi, Sergio Matteo Savaresi
Sensitivity shaping via virtual reference feedback tuning. CDC (2001)
Andrea Lecchini, Marco C. Campi, Sergio M. Savaresi
Virtual reference feedback tuning for two degree of freedom controllers. ECC (2001)
Maria Prandini, Marco C. Campi
Logic-based switching for the stabilization of stochastic systems in presence of unmodeled dynamics. CDC (2001)
Marco C. Campi, Mathukumalli Vidyasagar
Learning with prior information. IEEE Trans. Autom. Control. 46 (11) (2001)

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Publication Activity (10 Years)

Top Topics

Top Venues

Marco C. Campi