@article{NnAaaa, author="M. Zorzi", title="On the Robustness of the Bayes and Wiener Estimators under Model Uncertainty", journal="Automatica", year="20XX", number="to appear" } @article{NnAaaa, author="B. Zhu and G. Baggio", title="On the Existence of a Solution to a Spectral Estimation Problem a la Byrnes-Georgiou-Lindquist", journal="IEEE Transactions on Automatic Control", year="2019", month="February" } @article{NnAaaa, author="M. Zorzi and A. Chiuso", title="The Harmonic Analysis of Kernel Functions", journal="Automatica - accepted", year="2018" } @inproceedings{NnAaaa, author="G. Prando and M. Zorzi and A. Bertoldo and A. Chiuso", title="Estimating effective connectivity in linear brain network models", booktitle="56th IEEE Conference on Decision and Control", year="2017", pages="accepted", address="accepted" } @article{PPCAuto2015, author="G. Prando and G. Pillonetto and A. Chiuso", title="Maximum Entropy Vector Kernels for MIMO system identification", journal="Automatica (accepted as regular paper)", year="2017" } @article{NnAaaa, author="M. Zorzi", title="Robust Kalman Filtering under Model Perturbations", journal="IEEE Transactions on Automatic Control", year="2017", volume="62", number="6" } @article{ZorziCAuto2016, author="M. Zorzi and A. Chiuso", title="Sparse plus Low rank Network Identification: A Nonparamteric Approach", journal="Automatica", year="2017", volume="53", number="2" } @article{NnAaaa, author="B. Levy and M. Zorzi", title="A contraction analysis of the convergence of risk-sensitive filters", journal="SIAM J. Optimization Control,", year="2016", pages="2154-2173", volume="54", number="4" } @article{NnAaaa, author="M. Zorzi and R. Sepulchre", title="AR identification of Latent-variable Graphical models", journal="IEEE Trans. Aut. Control", year="2016", pages="2327 - 2340", volume="61", number="9" } @inproceedings{PRPCECC2016, author="G. Prando and D. Romeres and G. Pillonetto and A. Chiuso", title="Classical vs. Bayesian methods for linear system identification: point estimators and confidence sets", booktitle="Proc. of ECC 2016", year="2016" } @inproceedings{CDC2016_DC, author="T. Chen and G. Pillonetto and A. Chiuso and L. Ljung", title="DC kernel - a stable generalized first order spline kernel", booktitle="Proc. of CDC 2016 - accepted", year="2016" } @article{ChenACCLPAuto2015, author="T. Chen and T. Ardeshiri and F.P. Carli and A. Chiuso and L. Ljung and G. Pillonetto", title="Maximum entropy properties of discrete-time first-order stable spline kernel", journal="Automatica", year="2016" } @inproceedings{SoattoC2016ICLR, author="S. Soatto and A. Chiuso", title="Modeling Visual Representations:Defining Properties and Deep Approximations", booktitle="International Conference on Learning Representation (ICLR)", year="2016" } @inproceedings{RPPCECC2016, author="D. Romeres and G. Prando and G. Pillonetto and A. Chiuso", title="On-line Bayesian System Identification", booktitle="Proc. of ECC 2016", year="2016" } @inproceedings{NnAaaa, author="G. Prando and D. Romeres and A. Chiuso", title="On-line Identification of Time-Varying Systems: a Bayesian approach", booktitle="IEEE CDC 2016 - accepted", year="2016" } @inproceedings{RoZoCaCh2016, author="D. Romeres and M. Zorzi and R. Camoriano and A. Chiuso", title="Online semi-parametric learning for inverse dynamics modeling", booktitle="55th IEEE Conference on Decision and Control", year="2016", month="December", address="Las Vegas, US" } @article{ARC2016, author="A. Chiuso", title="Regularization and Bayesian Learning in Dynamical Systems: Past, Present and Future", journal="Annual Reviews in Control - in press", year="2016" } @article{PCCDLAuto2015, author="G. Pillonetto and T. Chen and A. Chiuso and G. De nicolao and L. Ljung", title="Regularized linear system identification using atomic, nuclear and kernel-based norms: the role of the stability constraint", journal="Automatica", year="2016" } @inproceedings{RFCSECC2016, author="G. Rallo and S. Formentin and A. Chiuso and S. Savaresi", title="Virtual Reference Feedback Tuning with bayesian regularization", booktitle="ECC 2016", year="2016" } @inproceedings{ZCCDC2015, author="M. Zorzi and A. Chiuso", title="A Bayesian Approach to Sparse plus Low rank Network Identification", booktitle="IEEE CDC 2015", year="2015" } @inproceedings{CFECMS2015, author="M. Zorzi and A. Chiuso", title="A Bayesian approach to sparse plus low rank network identification", booktitle="CFE-CMStatistics 2015 Book of Abstracts", year="2015", address="London" } @inproceedings{NnAaaa, author="F. Fraccaroli and A. Peruffo and M. Zorzi", title="A new Lest-Squares Method with Multiple Forgetting Schemes", booktitle="IEEE CDC 2015", year="2015" } @article{BonettiniCPSIAM2014, author="S. Bonettini and A. Chiuso and M. Prato", title="A SCALED GRADIENT PROJECTION METHOD FOR BAYESIAN LEARNING IN DYNAMICAL SYSTEMS", journal="SIAM Journal on Scientific Computing (accepted)", year="2015" } @article{NnAaaa, author="M. Zorzi", title="An Interpretation of the Dual Problem of the THREE-like Approaches", journal="Automatica", year="2015", month="December", pages="87-92", volume="62" } @inproceedings{NnAaaa, author="M. Zorzi and R. Sepulchre", title="Factor Analysis of Moving Average Processes", booktitle="European Control Conference", year="2015" } @inproceedings{RoChPi2015, author="D. Romeres and G. Pillonetto and A. Chiuso", title="Identification of stable models via nonparametric prediction error methods", booktitle="Proc. of the European Control Conference", year="2015", month="July", address="Linz", organization="ECC" } @inproceedings{PCCDC2015, author="G. Prando and A. Chiuso", title="Model reduction for linear Bayesian System Identification", booktitle="IEEE CDC 2015", year="2015" } @article{NnAaaa, author="M. Zorzi", title="Multivariate Spectral Estimation based on the concept of Optimal Prediction", journal="IEEE Trans. Aut. Control", year="2015", month="June", pages="1647-1652", volume="60", number="6" } @inproceedings{NnAaaa, author="M. Zorzi and B. Levy", title="On the Convergence of a Risk Sensitive like Filter", booktitle="IEEE CDC 2015", year="2015" } @inproceedings{NnAaaa, author="R. Liegegois and B. Mishra and M. Zorzi and R. Sepulchre", title="Sparse plus low-rank autoregressive identification in neuroimaging time series", booktitle="IEEE CDC 2015", year="2015" } @inproceedings{CPCLCDC2015, author="T. Chen and G. Pillonetto and A. Chiuso and L. Ljung", title="Spectral analysis of the DC kernel for regularized system identification", booktitle="IEEE CDC 2015", year="2015" } @inproceedings{CVPR2015, author="G. Georgiadis and A. Chiuso and S. Soatto", title="Texture Representations for Image and Video Synthesis", booktitle="Proc. of CVPR 2015", year="2015", month="June", location="Boston" } @article{PillonettoCAuto2014, author="G. Pillonetto and A. Chiuso", title="Tuning complexity in regularized kernel-based regression and linear system identification: the robustness of the marginal likelihood estimator", journal="Automatica (accepted)", year="2015" } @inproceedings{ICLR2015, author="S. Soatto and A. Chiuso", title="Visual Scene Representations: Sufficiency, Minimality, Invariance and Deep Approximation", booktitle="International Conference on Learning Representation (ICLR), Workshop Track", year="2015", month="May" } @article{NnAaaa, author="M. Zorzi", title="A new family of high-resolution multivariate spectral estimators", journal="IEEE Trans. Aut. Control", year="2014", month="April", pages="892-904", volume="59", number="4" } @inproceedings{ChenACPLCDC2014, author="T. Chen and M. Andersen and A. Chiuso and G. Pillonetto and L. Ljung", title="Anomaly detection in homogenous populations: a sparse multiple kernel-based regularization method", booktitle="IEEE CDC 2014", year="2014", month="December", organization="IEEE", location="Los Angeles" } @inproceedings{CPECC2014, author="A. Chiuso and G. Pillonetto", title="Bayesian and nonparametric methods for system identification and model selection", booktitle="Proc. of ECC 2014", year="2014" } @inproceedings{PrandoCPCDC2014, author="G. Prando and A. Chiuso and G. Pillonetto", title="Bayesian and regularization approaches to multivariable linear system identification: the role of rank penalties", booktitle="Proc. IEEE CDC", year="2014", month="December", organization="IEEE", location="Los Angeles" } @article{NnAaaa, author="A. Aravkin and J. Burke and A. Chiuso and G. Pillonetto", title="Convex vs non-convex estimators for regression and sparse estimation: the mean squared error properties of ARD and GLasso", journal="Journal of Machine Learning Research", year="2014", pages="1-36", number="15", institution="University of Padova" } @article{VaPiSc2014, author="D. Varagnolo and G. Pillonetto and L. Schenato", title="Distributed cardinality estimation in anonymous networks", journal="IEEE Transactions on Automatic Control", year="2014", pages="645-659", volume="59", number="3" } @article{NnAaaa, author="M. Zorzi and F. Ticozzi and A. Ferrante", title="Minimal resources identifiability and estimation of quantum channels", journal="Quantum Information Processing", year="2014", month="March", pages="683-707", volume="13", number="3" } @article{NnAaaa, author="M. Zorzi and F. Ticozzi and A. Ferrante", title="Minimum relative entropy for quantum estimation: Feasibility and general solution", journal="IEEE Trans. Inf. Theory", year="2014", month="January", pages="357-367", volume="60", number="1" } @article{NnAaaa, author="G. Bottegal and G. Picci", title="Modeling complex systems by Generalized Factor Analysis", journal="IEEE Transactions on Automatic Control (to appear)", year="2014" } @inproceedings{ChiusoCLPCDC2014, author="A. Chiuso and T. Chen and L. Ljung and G. Pillonetto", title="On the design of Multiple Kernels for nonparametric linear system identification", booktitle="IEEE CDC 2014", year="2014", month="December", location="Los Angeles" } @inproceedings{NnAaaa, author="G. Bottegal and A. Aravkin and H. Hjalmarsson and G. Pillonetto", title="Outlier robust system identification: a Bayesian kernel-based approach", booktitle="IFAC World Congress", year="2014" } @article{NnAaaa, author="M. Zorzi", title="Rational approximations of spectral densities based on the Alpha divergence", journal="Math. Control Signals Syst", year="2014", pages="259-278", volume="26", number="2" } @inbook{ChiusoSpringer2014, author="A. Chiuso", title="System Identification Techniques: Convexification, Regularization, Relaxation", journal="Springer Encyclopedia of Systems and Control", year="2014" } @inproceedings{PCECC2014, author="G. Pillonetto and A. Chiuso", title="Tuning complexity in kernel-based linear system identification: the robustness of the marginal likelihood estimator", booktitle="Proc. of ECC 2014", year="2014" } @inproceedings{NnAaaa, author="G. Bottegal and G. Picci", title="Modeling random flocks through Generalized Factor Analysis", booktitle="European Control Conference", year="2013" } @inproceedings{NnAaaa, author="A. Lindquist and C. Masiero and G. Picci", title="On the Multivariate Circulant Rational Covariance Extension Problem", booktitle="Proceedings of 52nd IEEE Conferende on Decision and Control", year="2013", month="December", location="Florence" } @inproceedings{ChenCPLCDC2013, author="T. Chen and A. Chiuso and G. Pillonetto and L. Ljung", title="Rank-1 kernels for regularized system identification", booktitle="Proc. of IEEE Conf. on Dec. and Control (CDC2013)", year="2013" } @inproceedings{ChiusoTLPCDC2013, author="A. Chiuso and T. Chen and L. Ljung and G. Pillonetto", title="Regularization strategies for nonparametric system identification", booktitle="Proc. of IEEE Conf. on Dec. and Control (CDC2013)", year="2013" } @article{NnAaaa, author="G. Bottegal and G. Pillonetto", title="Regularized spectrum estimation using stable spline kernels", journal="Automatica", year="2013", pages="3199-3209", volume="11", number="49" } @inproceedings{DCC2013, author="G. Georgiadis and A. Chiuso and S. Soatto", title="Texture Compression", booktitle="Data Compression Conference", year="2013", month="March" } @article{ChiusoPAuto2012, author="A. Chiuso and G. Pillonetto", title="A Bayesian approach to sparse dynamic network identification", journal="Automatica", year="2012", pages="1553–-1565", volume="48", number="8" } @inproceedings{varagnolo_et_al__2011__consensus_based_estimation_of_anonymous_networks_size, author="D. Varagnolo and G. Pillonetto and L. Schenato", title="Consensus based estimation of anonymous networks size using Bernoulli trials", booktitle="2012 American Control Conference", year="2012" } @inproceedings{CaChPi2012, author="F.P. Carli and A. Chiuso and G. Pillonetto", title="Efficient algorithms for large scale linear system identification using stable spline estimators", booktitle="Proc. of SYSID 2012", year="2012" } @incollection{NnAaaa, author="G. Picci and G. Bottegal", title="Generalized Factor Analysis Models", booktitle="Control Theory: Mathematical Perspectives on Complex Networked Systems", year="2012", organization="Mathematisches Forschungsinstitute Oberwolfach" } @inproceedings{susto2012tslCDC, author="A. Schirru and G.A. Susto and S. Pampuri and S. McLoone", title="Learning from Time Series: Supervised Aggregative Feature Extraction", booktitle="51st IEEE Conference on Decision and Control", year="2012", pages="5254--5259", location="Maui" } @inproceedings{CaChChLjPi20XX, author="F.P. Carli and T. Chen and A. Chiuso and L. Ljung and G. Pillonetto", title="On the estimation of hyperparameters for Bayesian system identification with exponential kernels", booktitle="51st IEEE Conference on Decision and Control (CDC 2012)", year="2012" } @inproceedings{SYSID2012b, author="A. Aravkin and J. Burke and A. Chiuso and G. Pillonetto", title="On the estimation of hyperparameters for Empirical Bayes estimators: Maximum Marginal Likelihood vs Minimum MSE", booktitle="Proc. of SYSID 2012", year="2012" } @inproceedings{SYSID2012a, author="A. Aravkin and J. Burke and A. Chiuso and G. Pillonetto", title="On the MSE Properties of Empirical Bayes Methods for Sparse Estimation", booktitle="Proc. of SYSID 2012", year="2012" } @inproceedings{NnAaaa, author="G. Bottegal and G. Pillonetto", title="Regularized spectrum estimation in spaces induced by stable spline kernels", booktitle="Proc. of IEEE ACC", year="2012", organization="IEEE" } @inproceedings{ChLjAnChCaPi20XX, author="T. Chen and L. Ljung and M. Andersen and A. Chiuso and F.P. Carli and G. Pillonetto", title="Sparse multiple kernels for impulse response estimation with majorization minimization algorithms", booktitle="51st IEEE Conference on Decision and Control (CDC 2012)", year="2012" } @article{chiaraMasieroTAC12, author="A. Ferrante and M. Pavon and C. Masiero", title="Time and spectral domain relative entropy: A new approach to multivariate spectral estimation", journal="IEEE Trans. Aut. Contr.", year="2012", month="October", volume="57" } @article{CFPP_TAC2011, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="A Maximum Entropy Solution of the Covariance Extension Problem for Reciprocal Processes", journal="IEEE Transactions on Automatic Control", year="2011", pages="1999 - 2012", volume="56", number="9" } @article{NnAaaa, author="G. Pillonetto and M.H. Quang and A. Chiuso", title="A new kernel-based approach for nonlinear system identification", journal="IEEE Transactions on Automatic Control [accepted]", year="2011" } @inproceedings{chiaraMasieroCDC11, author="A. Ferrante and M. Pavon and C. Masiero", title="A new metric for multivariate spectral estimation leading to lowest complexity spectra", booktitle="Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference", year="2011", month="December", location="Orlando, Florida (USA)" } @inproceedings{NnAaaa, author="G. Bottegal and G. Picci", title="A note on Generalized Factor Analysis models", booktitle="CDC-ECC", year="2011", address="Orlando - USA", organization="IEEE" } @inproceedings{SoattoCDCC2011, author="S. Soatto and A. Chiuso", title="Controlled Recognition Bounds for Scaling and Occlusion Channels", booktitle="2011 Data Compression Conference", year="2011", month="March", location="Snowbird, Utah USA" } @inproceedings{NnAaaa, author="A. Aravkin and J. Burke and A. Chiuso and G. Pillonetto", title="Convex vs nonconvex approaches for sparse estimation: Lasso, Multiple Kernel Learning and Hyperparameter Lasso", booktitle="IEEE CDC 2011 (accepted)", year="2011" } @article{CG_TAC2010, author="F.P. Carli and T.T. Georgiou", title="On the Covariance Completion Problem under a Circulant Structure", journal="IEEE Transactions on Automatic Control", year="2011", month="April", pages="918 -922", volume="56", number="4" } @article{NnAaaa, author="G. Bottegal and G. Picci and S. Pinzoni", title="On the identifiability of errors-in-variables models with white measurement errors", journal="Automatica", year="2011", month="March", pages="545-551", volume="47", number="3" } @article{NnAaaa, author="G. Pillonetto and A. Chiuso and G. De nicolao", title="Prediction error identification of linear systems: a nonparametric Gaussian regression approach", journal="Automatica", year="2011", month="February", pages="291-305", number="47" } @inproceedings{CFPP_MTNS2010, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="A Maximum Entropy Approach to the Covariance Extension Problem for Reciprocal Processes", booktitle="Proc. of Int. Symp. Mathematical Theory of Network and Systems", year="2010", month="July" } @inbook{CaFePaPi2010, author="F.P. Carli and A. Ferrante and M. Pavon and G. Picci", title="in X. Hu, U. Jonsson, B. Wahlberg, and B. Ghosh (Eds.) Three Decades of Progress in Control Sciences", year="2010", pages="77-93", chapter="A Maximum Entropy solution of the Covariance Selection Problem for Reciprocal Processes", publisher="Springer-Verlag, Berlin" } @inproceedings{NnAaaa, author="A. Chiuso and G. Pillonetto", title="Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors", booktitle="Proc. of NIPS 2010, accepted", year="2010", month="December", location="Vancouver" } @inproceedings{NnAaaa, author="A. Chiuso and G. Pillonetto", title="Nonparametric sparse estimators for identification of large scale linear systems", booktitle="Proc. of 2010 IEEE CDC", year="2010", location="Atlanta - USA" } @inproceedings{CP_MTNS2010, author="F.P. Carli and G. Picci", title="On the Factorization Approach to Band Extension of Block-Circulant Matrices", booktitle="Proc. of Int. Symp. Mathematical Theory of Network and Systems", year="2010", month="July", location="Budapest, Hungary" } @article{chiuso-1, author="A. Chiuso", title="On the asymptotic properties of closed loop CCA-type Subspace Algorithms: equivalence results and choice of the future horizon", journal="IEEE Transactions on Automatic Control", year="2010", month="March", pages="634 - 649", volume="3", number="55", issn="0018-9286" } @inproceedings{CG_MTNS2010, author="F.P. Carli and T.T. Georgiou", title="On the Maximum Entropy Completion of Circulant Covariance Matrices", booktitle="Proc. of Int. Symp. Mathematical Theory of Network and Systems", year="2010", month="July", location="Budapest, Hungary" } @inproceedings{NnAaaa, author="G. Pillonetto and A. Chiuso and G. De nicolao", title="Regularized estimation of sums of exponentials in spaces generated by stable spline kernels", booktitle="ACC 2010", year="2010", month="July", address="Baltimore" } @inproceedings{NnAaaa, author="A. Chiuso and R. Muradore and E. Aller-Carpentier", title="Sparse Calibration of an Extreme Adaptive Optics System", booktitle="IEEE CDC 2010 [accepted]", year="2010", location="Atlanta - USA" } @inproceedings{NnAaaa, author="A. Cenedese and R. Marcon", title="Methodologies for the Adaptive Compression of Video Sequences", booktitle="Proceedings of the Joint 48th IEEE Conference on Decision and Control and 28th Chinese Control Conference", year="2009", month="December", pages="794--799", location="Shanghai P.R. China" } @inproceedings{picci2009-1, author="G. Picci", title="Modeling and Identification of Reciprocal Processes", booktitle="Proceedings of the 48th IEEE Conference on Decision and Control cdc/ccc 2009", year="2009", month="December", pages="7232-7237", location="Shanghai China", note=" [10.1109/CDC.2009.5399730] [http://dx.medra.org/10.1109/CDC.2009.5399730] " } @inproceedings{beghi2009-5, author="A. Beghi and A. Cenedese and A. Masiero", title="On the estimation of atmospheric turbulence statistical characterics", booktitle="Proceedings of the 18th IEEE International Conference on Control Applications Part of 2009 IEEE Multi-conference on Systems and Control", year="2009", month="July 8", pages="625-630", location="St. Petersburg Russia" } @inproceedings{picci2008, author="G. Picci", title="Modelling and Simulation of Images by Reciprocal Processes", booktitle="Proceedings of eurosym 2008", year="2008", pages="513-519", address="CAMBRIDGE", location="CAMBRIDGE UK" } @inproceedings{PiCa2008, author="G. Picci and F.P. Carli", title="Modelling and Simulation of Images by Reciprocal Processes", booktitle="Proc. of EUROSIM/UKSIM08", year="2008" } @inproceedings{e.2008, author="E. Toffoli and G. Baldan and G. Albertin and L. Schenato and A. Chiuso and A. Beghi", title="Thermodynamic Identification of Buildings using Wireless Sensor Networks", booktitle="IFAC World Congress on Automatic Control (IFAC 08)", year="2008", location="Seoul Korea" } @book{NnAaaa, author="A. Chiuso and A. Ferrante and S. Pinzoni", title="Modeling, Estimation and Control. A Festschrift in Honor of Giorgio Picci on the Occasion of his 65th Birthday", year="2007", series="Lect. Notes in Control and Information Sciences", publisher="Springer" }