@inproceedings{NnAaaa,
	author="G. Pillonetto and A. Chiuso",
	title="Identification of Stable Linear Systems Via the Sequential Stabilizing Spline Algorithm",
	booktitle="Proceedings of SYSID 2018 (accepted)",
	year="2018",
	month="July"
}

@inproceedings{ToDaCaPiSc2017,
	author="M. Todescato and A. Dalla Libera and R. Carli and G. Pillonetto and L. Schenato",
	title="Distributed Kalman Filtering for Time-Space Gaussian Processes (with proofs)",
	booktitle="20th World Congress of International Federation of Automatic Control (IFAC)",
	year="2017",
	month="July",
	pages="13234--13239",
	address="Toulouse",
	organization="IFAC",
	location="Toulouse",
	publisher="Elsevier"
}

@inproceedings{XXX,
	author="D. Varagnolo and G. Pillonetto and L. Schenato",
	title="Statistical bounds for distributed Gaussian regression algorithms",
	booktitle="56th IEEE Conference on Decision and Control (CDC17)",
	year="2017"
}

@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"
}

@inproceedings{AC:MT:RC:LS:GP-2016,
	author="M. Todescato and A. Carron and R. Carli and L. Schenato and G. Pillonetto",
	title="Machine Learning meets Kalman Filtering (with proofs)",
	booktitle="55th IEEE Conference on Decision and Control (CDC16)",
	year="2016",
	month="December",
	pages="4594--4599",
	organization="IEEE",
	location="Las Vegas"
}

@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="D. Varagnolo and G. Pillonetto and L. Schenato",
	title="Auto-tuning procedures for distributed nonparametric regression algorithms",
	booktitle="European Control Conference ECC15",
	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{CaToCaScPi2015,
	author="A. Carron and M. Todescato and R. Carli and L. Schenato and G. Pillonetto",
	title="Multi-agents adaptive estimation and coverage control using Gaussian regression",
	booktitle="European Control Conference (ECC'15)",
	year="2015",
	month="July 15",
	pages="2490--2495",
	organization="IEEE",
	location="Linz",
	publisher="IEEE"
}

@inproceedings{SYSID2015_Tutorial,
	author="G. Prando and G. Pillonetto and A. Chiuso",
	title="On the role of rank penalties in linear system identification",
	booktitle="Prof. of SYSID 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{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"
}

@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"
}

@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{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"
}

@inproceedings{zanella_et_al__2012__Asynchronous_Newton-Raphson_Consensus_for_Distributed_Convex_Optimization,
	author="F. Zanella and D. Varagnolo and A. Cenedese and G. Pillonetto and L. Schenato",
	title="Asynchronous Newton-Raphson Consensus for Distributed Convex Optimization",
	booktitle="3rd IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'12)",
	year="2012"
}

@inproceedings{del_favero_et_al__2012__bayesian_learning_of_probability_density_functions,
	author="S. Del Favero and D. Varagnolo and G. Pillonetto",
	title="Bayesian learning of probability density functions: a Markov chain Monte Carlo approach",
	booktitle="IEEE Conference on Decision and Control (CDC 2012)",
	year="2012"
}

@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"
}

@inproceedings{zanella_et_al__2012__multidimensional_newton_raphson_consensus,
	author="F. Zanella and D. Varagnolo and A. Cenedese and G. Pillonetto and L. Schenato",
	title="Multidimensional Newton-Raphson consensus for distributed convex optimization",
	booktitle="2012 American Control Conference",
	year="2012"
}

@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"
}

@inproceedings{zanella_et_al__2012__convergence_newton_raphson_consensus,
	author="F. Zanella and D. Varagnolo and A. Cenedese and G. Pillonetto and L. Schenato",
	title="The convergence rate of Newton-Raphson consensus optimization for quadratic cost functions",
	booktitle="IEEE Conference on Decision and Control (CDC 2012)",
	year="2012"
}

@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"
}

@inproceedings{zanella_et_al__2011__newton_raphson_consensus,
	author="F. Zanella and D. Varagnolo and A. Cenedese and G. Pillonetto and L. Schenato",
	title="Newton-Raphson consensus for distributed convex optimization",
	booktitle="IEEE Conference on Decision and Control (CDC 2011)",
	year="2011"
}

@inproceedings{del_favero_et_al__2011__discardability_of_data_in_SVC,
	author="S. Del Favero and D. Varagnolo and F. Dinuzzo and L. Schenato and G. Pillonetto",
	title="On the discardability of data in Support Vector Classification problems",
	booktitle="IEEE Conference on Decision and Control (CDC 2011)",
	year="2011"
}

@inproceedings{varagnolo_et_al__2010__ACC_sufficient_conditions,
	author="D. Varagnolo and G. Pillonetto and L. Schenato",
	title="Distributed consensus-based Bayesian estimation: sufficient conditions for performance characterization",
	booktitle="2010 American Control Conference",
	year="2010",
	month="June 30",
	location="Baltimore, Maryland, USA"
}

@inproceedings{DamianoCDC:10,
	author="D. Varagnolo and G. Pillonetto and L. Schenato",
	title="Distributed statistical estimation of the number of nodes in Sensor Networks",
	booktitle="Conference on Decision and Control CDC10",
	year="2010",
	month="December 15",
	address="Atlanta, Georgia, USA"
}

@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{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{pillonetto2009-1,
	author="G. Pillonetto and A. Chiuso",
	title="A Bayesian learning approach to linear system identification with missing data",
	booktitle="Proceedings of the 48th IEEE International Conference on Decision and Control 2009 Shangai China",
	year="2009"
}

@inproceedings{bell2009,
	author="B. Bell and G. Pillonetto",
	title="A distributed Kalman smoother",
	booktitle="Proceedings of the 1st IFAC Workshop on Estimation and Control of Networked Systems - NecSys09 2009 Venice Italy",
	year="2009"
}

@inproceedings{SchenatoCDC:09a,
	author="D. Varagnolo and G. Pillonetto and L. Schenato",
	title="Distributed Function and Time Delay Estimation using Nonparametric Techniques",
	booktitle="IEEE Conference on Decision and Control (CDC 09)",
	year="2009",
	address="Shanghai China"
}

@inproceedings{pillonetto2009,
	author="G. Pillonetto and A. Chiuso",
	title="Gaussian Processes for Wiener-Hammerstein System Identification",
	booktitle="Proceedings of the 15th IFAC Symposium on System Identification SYSID 2009 Saint-Malo France July 6-8 2009",
	year="2009"
}

@inproceedings{ha2009,
	author="H. Quang and G. Pillonetto and A. Chiuso",
	title="Nonlinear System Identification Via Gaussian Regression and Mixtures of Kernels",
	booktitle="Proceedings of the 15th IFAC Symposium on System Identification SYSID 2009 Saint-Malo France July 6-8 2009",
	year="2009"
}

@inproceedings{de2008,
	author="G. De nicolao and G. Pillonetto",
	title="A new kernel-based approach for system identification",
	booktitle="Proceedings of The American Control Conference",
	year="2008",
	location="Seattle"
}

@inproceedings{pillonetto2008-1,
	author="G. Pillonetto and F. Dinuzzo and G. De nicolao",
	title="Bayesian online multi-task learning using regularization networks",
	booktitle="Proceedings of The American Control Conference",
	year="2008",
	month=" 11",
	location="Seattle"
}

@inproceedings{gorkem2008,
	author="E. Gorkem and G. Pillonetto and S. Carpin",
	title="Online estimation of variance parameters: experimental results with applications to localization",
	booktitle="Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems",
	year="2008",
	month="September",
	location="Nice France"
}

@inproceedings{pillonetto2008,
	author="G. Pillonetto and C. Cobelli",
	title="Predictive power of indices derived from models of biological dynamic systems",
	booktitle="Proceedings of The American Control Conference",
	year="2008",
	month=" 11",
	location="Seattle"
}

@inproceedings{pillonetto2008-2,
	author="G. Pillonetto and A. Chiuso and G. De nicolao",
	title="Predictor estimation via Gaussian regression",
	booktitle="Proceedings of The 47th Ieee International Conference on Decision and Control 2008",
	year="2008",
	location="CANCUN MESSICO"
}

@inproceedings{a.2008,
	author="A. Chiuso and G. Pillonetto and G. De nicolao",
	title="Subspace identification using predictor estimation via Gaussian regression",
	booktitle="Proceedings of The 47th Ieee International Conference on Decision and Control 2008",
	year="2008",
	location="Cancun Mexico"
}

@inproceedings{pillonetto2007,
	author="G. Pillonetto and B. Bell",
	title="Bayes and Empirical Bayes Semi-Blind Deconvolution",
	booktitle="Proceedings of AIP 2007 Conference on Applied Inverse Problems 2007: Theoretical and Computational Aspects",
	year="2007",
	month="June 25",
	location="Vancouver"
}

@inproceedings{de2007,
	author="G. De nicolao and G. Pillonetto and M. Chierici and C. Cobelli",
	title="Efficient Nonparametric Population Modeling for Large Data Sets",
	booktitle="Proceedings of the American Control Conference",
	year="2007",
	month="July 9",
	pages="2921--2926",
	location="New York"
}

@inproceedings{bell2007,
	author="B. Bell and G. Pillonetto",
	title="MCMC Estimation of Nonlinear Dynamical Systems.",
	booktitle="Proceedings of AIP 2007 Conference on Applied Inverse Problems 2007: Theoretical and Computational Aspects",
	year="2007",
	month="June 25",
	location="Vancouver"
}

@inproceedings{pillonetto2007-1,
	author="G. Pillonetto and S. Carpin",
	title="Multirobot localization with unknown variance parameters using iterated Kalman filtering",
	booktitle="Proceedings of the 2007 IEEE International Conference on Intelligent Robots and Systems",
	year="2007",
	month=" 29",
	location="San Diego"
}

@inproceedings{chierici2006,
	author="M. Chierici and G. Pillonetto and G. Toffolo and C. Cobelli",
	title="Glucose Production by Deconvolution in Intravenous and Oral Glucose Tolerance Tests: Role of Output Variable",
	year="2006"
}

@inproceedings{pillonetto2006,
	author="G. Pillonetto and A. Caumo and C. Cobelli",
	title="Insulin sensitivity index also accounting for insulin action dynamics: importance in diabetes",
	booktitle="Proceedings of the 6-th IFAC Symposium on modeling and control in biomedical systems",
	year="2006",
	pages="212--217",
	location="Reims"
}

@inproceedings{pillonetto2005,
	author="G. Pillonetto and M. Saccomani",
	title="Estimating inputs of nonlinear dynamical systems using differential algebra techniques",
	year="2005"
}

@inproceedings{carpin2005,
	author="S. Carpin and G. Pillonetto",
	title="Merging the adaptive random walks planner with the randomized potential field planner",
	booktitle="Proceedings of the 2005 IEEE International workshop on Robot Motion and Control",
	year="2005",
	pages="151--156"
}

@inproceedings{bertoldo2004,
	author="A. Bertoldo and S. Corazza and F. Zanderigo and G. Pillonetto and C. Cobelli",
	title="Assessment of regional cerebral blood flow by bolus-tracking MRI images: characterization of the tissue residue function using nonlinear stochastic regularization method.",
	year="2004"
}

@inproceedings{carpin2004,
	author="S. Carpin and G. Pillonetto",
	title="Centralized multi-robot motion planning: a random walks based approach.",
	year="2004",
	pages="610--617"
}

@inproceedings{zanderigo2004,
	author="F. Zanderigo and A. Bertoldo and G. Pillonetto and M. Cosottini and C. Cobelli",
	title="Nonlinear stochastic regularization tocharacterize tissue residue function from bolus-tracking MRI images",
	year="2004",
	pages="77--78"
}

@inproceedings{pillonetto2003,
	author="G. Pillonetto",
	title="Bayesian deconvolution of functions in Reproducing Kernel Hilbert Spaces using MCMC techniques",
	year="2003"
}

@inproceedings{carpin2003-1,
	author="S. Carpin and G. Pillonetto",
	title="Learning sampling distributions for randomized motion planning: role of history size",
	year="2003"
}

@inproceedings{corazza2003,
	author="G. Pillonetto and C. Cobelli and R. Frezza",
	title="Numerical approach to skin artifacts correction in stereophotogrammetry",
	year="2003"
}

@inproceedings{carpin2003,
	author="S. Carpin and G. Pillonetto",
	title="Robot motion planning using adaptive random walks",
	year="2003"
}

@inproceedings{pillonetto2001,
	author="G. Pillonetto",
	title="Stochastic deconvolution of nonnegative physical signals.",
	year="2001"
}

@inproceedings{pillonetto2000,
	author="G. Pillonetto and G. Sparacino and C. Cobelli",
	title="Reconstruction of non-stationary biological signals via stochastic deconvolution",
	year="2000",
	month="July 23"
}

@inproceedings{sparacino2000,
	author="G. Sparacino and G. Pillonetto and G. De nicolao and C. Cobelli",
	title="STODEC (STOchastic DEConvolution): a program for input estimation in physiological and pharmacokinetic systems",
	year="2000",
	month=" March",
	pages="303--308"
}