@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{NnAaaa,
	author="G. Bottegal and A. Chiuso and P. Van den Hof",
	title="On Dynamic Network Modeling of Stationary Multivariate Processes",
	booktitle="Proceedings of SYSID 2018 (accepted)",
	year="2018",
	month="July"
}

@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="The Role of Noise Modeling in the Estimation of Resting-State Brain Effective Connectivity",
	booktitle="Proceedings of SYSID 2018 (accepted)",
	year="2018",
	month="July"
}

@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{DeyCS2016,
	author="S. Dey and A. Chiuso and L. Schenato",
	title="Feedback Control over lossy SNR-limited channels: linear encoder-decoder-controller design",
	journal="IEEE Transactions on Automatic Control",
	year="2017",
	pages="3054-3061",
	volume="62",
	number="6"
}

@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{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"
}

@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"
}

@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"
}

@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{NnAaaa,
	author="S. Dey and A. Chiuso and L. Schenato",
	title="Linear Encoder-Decoder-Controller Design over Channels with Packet Loss and Quantization Noise",
	booktitle="European Control Conference ECC15",
	year="2015"
}

@inproceedings{PCCDC2015,
	author="G. Prando and A. Chiuso",
	title="Model reduction for linear Bayesian System Identification",
	booktitle="IEEE CDC 2015",
	year="2015"
}

@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"
}

@techreport{Sysid plenary,
	author="A. Chiuso",
	title="Regularization and Bayesian Learning in dynamical systems: past, present and future",
	booktitle="Plenary Lecture, SYSID 2015",
	year="2015",
	month="October",
	address="Plenary Presentation at SYSID 2015, Beijing"
}

@inproceedings{TsotsosCSICRA2015,
	author="K. Tsotsos and A. Chiuso and S. Soatto",
	title="Robust Inference for Visual-Inertial Sensor Fusion",
	booktitle="ICRA 2015 (accepted)",
	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"
}

@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{ChiusoLSZAuto2014,
	author="A. Chiuso and N. Laurenti and L. Schenato and A. Zanella",
	title="LQG-like control of scalar systems over communication channels: the role of data losses, delays and SNR limitations",
	journal="Automatica",
	year="2014",
	pages="3155–3163",
	volume="50",
	number="12"
}

@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"
}

@article{Dey:2014,
	author="S. Dey and A. Chiuso and L. Schenato",
	title="Remote estimation with noisy measurements subject to packet loss and quantization noise",
	journal="IEEE Transactions on Control of Network Systems",
	year="2014",
	pages="204-217",
	volume="1",
	number="3"
}

@inbook{ChiusoSpringer2014,
	author="A. Chiuso",
	title="System Identification Techniques: Convexification, Regularization, Relaxation",
	journal="Springer Encyclopedia of Systems and Control",
	year="2014"
}

@article{NnAaaa,
	author="T. Chen and M. Andersen and L. Ljung and A. Chiuso and G. Pillonetto",
	title="System identification via sparse multiple kernel-based regularization using sequential convex optimization techniques",
	journal="IEEE Transactions on Automatic 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{ITA2013,
	author="V. Karasev and A. Chiuso and S. Soatto",
	title="Control recognition bounds for visual learning and exploration",
	booktitle="Information Theory and Applications Workshop (ITA), 2013",
	year="2013",
	organization="IEEE",
	note="DOI = 10.1109/ITA.2013.6502995"
}

@techreport{PariseDalCol:2013,
	author="F. Parise and L. Dal Col and A. Chiuso and N. Laurenti and L. Schenato and A. Zanella",
	title="Impact of a realistic transmission channel on the performance of control systems",
	year="2013",
	institution="University of Padova"
}

@inproceedings{ChiusoLaurenti:CDC13,
	author="A. Chiuso and N. Laurenti and L. Schenato and A. Zanella",
	title="LQG cheap control over SNR-limited lossy channels with delay",
	booktitle="Conference on Decision and Control (CDC13)",
	year="2013"
}

@inproceedings{ChiusoECC13,
	author="A. Chiuso and N. Laurenti and L. Schenato and A. Zanella",
	title="LQG cheap control subject to packet loss and SNR limitations",
	booktitle="European Control Conference ECC13",
	year="2013"
}

@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{DeyChiuso:CDC13,
	author="S. Dey and A. Chiuso and L. Schenato",
	title="Remote estimation subject to packet loss and quantization noise",
	booktitle="Conference on Decision and Control (CDC13)",
	year="2013"
}

@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{NnAaaa,
	author="V. Karasev and A. Chiuso and S. Soatto",
	title="Controlled Recognition Bounds for Visual Learning and Exploration",
	booktitle="Proc. of NIPS",
	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{NnAaaa,
	author="G. Georgiadis and A. Ravichandran and S. Soatto and A. Chiuso",
	title="Encoding Scene Structures for Video Compression",
	booktitle="Proc. of SPIE",
	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{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{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{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"
}

@inproceedings{Chiuso:11ACC,
	author="A. Chiuso and F. Fagnani and L. Schenato and S. Zampieri",
	title="Gossip algorithms for distributed ranking",
	booktitle="Proc. of the American Control Conference (ACC11)",
	year="2011"
}

@article{ChFaScZpClass:10,
	author="A. Chiuso and F. Fagnani and L. Schenato and S. Zampieri",
	title="Gossip algorithms for simultaneous distributed estimation and classification in sensor networks",
	journal="IEEE Journal of Selected Topics in Signal Processing",
	year="2011",
	pages="691 - 706",
	volume="5",
	number="4"
}

@article{Chiuso:10,
	author="A. Chiuso and L. Schenato",
	title="Information fusion strategies and performance bounds in  packet-drop networks",
	journal="Automatica",
	year="2011",
	month="July",
	pages="1304-1316",
	volume="47",
	number="7"
}

@article{carli-1,
	author="R. Carli and A. Chiuso and L. Schenato and S. Zampieri",
	title="Optimal Synchronization for Networks of Noisy Double Integrators",
	journal="IEEE Transactions on Automatic Control",
	year="2011",
	pages="1146-1152",
	volume="56",
	number="5",
	issn="0018-9286",
	note="Accepted"
}

@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"
}

@article{chiuso,
	author="A. Chiuso and R. Muradore and E. Marchetti",
	title="Dynamic Calibration of Adaptive Optics Systems: A System Identification Approach",
	journal="IEEE Transactions on Control Systems Technology",
	year="2010",
	pages="705 -- 713",
	volume="3",
	number="18",
	issn="1063-6536",
	note="To appear"
}

@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"
}

@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{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{Necsys10_SensorCalib,
	author="A. Chiuso and F. Fagnani and L. Schenato and S. Zampieri",
	title="Simultaneous distributed estimation and classification in sensor networks",
	booktitle="IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'10) (to appear)",
	year="2010"
}

@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{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"
}

@article{pillonetto2009-1,
	author="G. Pillonetto and A. Chiuso",
	title="Fast computation of smoothing splines subject to equality constraints",
	journal="Automatica",
	year="2009",
	pages="2842--2849",
	volume="45",
	issn="0005-1098"
}

@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"
}

@book{chiuso2009-1,
	author="A. Chiuso and L. Fortuna and M. Frasca and A. Rizzo and L. Schenato and S. Zampieri",
	title="Modeling Estimamtion and Control of Networked Complex Systems",
	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{SchenatoECC:09,
	author="A. Chiuso and L. Schenato",
	title="Performance bounds for information fusion strategies in packet-drop networks",
	booktitle="European Control Conference (ECC 09)",
	year="2009",
	address="Budapest Hungary"
}

@inproceedings{chiuso2008-1,
	author="A. Chiuso",
	title="A note on estimation using quantized data",
	year="2008",
	month="July",
	location="Seoul Korea"
}

@inproceedings{CaChZaSc2008,
	author="R. Carli and A. Chiuso and L. Schenato and S. Zampieri",
	title="A PI Consensus Controller for Networked Clocks Synchronization",
	booktitle="IFAC World Congress on Automatic Control (IFAC 08)",
	year="2008",
	location="Seoul Korea"
}

@article{CaChScZa2008,
	author="R. Carli and A. Chiuso and L. Schenato and S. Zampieri",
	title="Distributed Kalman filtering based on consensus strategies",
	journal="IEEE Journal on Selected Areas in Communications",
	year="2008",
	pages="622--633",
	volume="26"
}

@inproceedings{chiuso2008-2,
	author="A. Chiuso and R. Muradore and E. Marchetti",
	title="Dynamic Calibration of Adaptive Optics Systems: A System Identification Approach",
	booktitle="IEEE Conf. on Dec. and Control",
	year="2008",
	location="Cancun, Mexico"
}

@inproceedings{a.2008-1,
	author="A. Chiuso and L. Schenato",
	title="Information fusion strategies from distributed filters in packet-drop networks",
	booktitle="Proceedings of IEEE Conference on Decision and Control 2008 (CDC08)",
	year="2008",
	pages="1079--1084",
	location="Cancun Mexico"
}

@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. Agnoli and A. Chiuso and P. D'errico and A. Pegoraro and L. Schenato",
	title="Sensor fusion and estimation strategies for data traffic reduction in rooted wireless sensor networks",
	booktitle="3rd International Symposium on Communications Control and Signal Processing (ISCCSP08).",
	year="2008",
	month="March",
	pages="677--682",
	location="La Valletta Malta"
}

@inproceedings{chiuso2008-5,
	author="A. Chiuso and G. Picci",
	title="Some Identification techniques in Computer Vision",
	booktitle="IEEE Conf. on Dec. and Control",
	year="2008"
}

@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{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"
}

@article{chiuso2008,
	author="A. Chiuso and G. Picci and S. Soatto",
	title="Wide-sense Estimation on the Special Orthogonal Group",
	journal="Communications in Information and Systems",
	year="2008",
	pages="185--200",
	volume="8",
	issn="1526-7555"
}

@inproceedings{chiuso2007-3,
	author="A. Chiuso and R. Muradore and E. Fedrigo",
	title="Adaptive Optics Systems: a challenge for closed-loop subspace identification",
	booktitle="Proc. of ACC 2007",
	year="2007",
	location="New York"
}

@inproceedings{r.2007,
	author="R. Vidal and S. Soatto and A. Chiuso",
	title="Applications of Hybrid System Identification in  Computer Vision",
	booktitle="Proc. of European Control Conference",
	year="2007",
	month="June",
	location="Kos Greece"
}

@article{bissacco2007,
	author="A. Bissacco and A. Chiuso and S. Soatto",
	title="Classification and Recognition of Dynamical Models: The Role of Phase Independent Components Kernels and Optimal Transport",
	journal="IEEE Transactions on Pattern Analysis and Machine Intelligence",
	year="2007",
	pages="1958--1972",
	volume="29",
	issn="0162-8828"
}

@inproceedings{carli2007,
	author="R. Carli and A. Chiuso and L. Schenato and S. Zampieri",
	title="Consensus algorithm design for distributed estimation",
	booktitle="Workshop on Networked Control Systems Tolerant to Foults (NeCST 07)",
	year="2007"
}

@inproceedings{CaChScZa2007,
	author="R. Carli and A. Chiuso and L. Schenato and S. Zampieri",
	title="Distributed Kalman filtering using consensus strategies",
	booktitle="IEEE Conference on Decision and Control (CDC 07)",
	year="2007"
}

@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"
}

@article{chiuso2007-1,
	author="A. Chiuso",
	title="On the relation between  CCA and predictor-based subspace identification",
	journal="IEEE Transactions on Automatic Control",
	year="2007",
	pages="1795--1812",
	volume="52",
	issn="0018-9286"
}

@inproceedings{chiuso2007-2,
	author="A. Chiuso",
	title="Some insights on the choice of the future horizon in CCA-type subspace algorithms",
	booktitle="Proc. of ACC 2007",
	year="2007"
}

@article{chiuso2007,
	author="A. Chiuso",
	title="The Role of Vector Autoregressive Modeling in Predictor Based Subspace Identification",
	journal="Automatica",
	year="2007",
	pages="1034--1048",
	volume="43",
	issn="0005-1098"
}

@inproceedings{chiuso2006-1,
	author="A. Chiuso",
	title="Asymptotic Equivalence of Certain Closed-Loop Subspace Identification Methods",
	year="2006"
}

@article{chiuso2006,
	author="A. Chiuso",
	title="Asymptotic Variance of Closed Loop Subspace IDentification Methods",
	journal="IEEE Transactions on Automatic Control",
	year="2006",
	pages="1299--1314",
	volume="51",
	issn="0018-9286"
}

@inproceedings{chiuso2006-2,
	author="A. Chiuso and G. Picci",
	title="Estimating the Asymptotic Variance of Closed-Loop Subspace Estimators",
	year="2006"
}

@incollection{masiero2006,
	author="A. Masiero and A. Chiuso",
	title="Non Linear Temporal Textures Synthesis: A Monte Carlo Approach",
	booktitle="Computer Vision - ECCV 2006",
	year="2006",
	pages="283--294",
	volume="II",
	chapter="Non Linear Temporal Textures Synthesis: A Monte Carlo Approach"
}

@inproceedings{chiuso2006-3,
	author="A. Chiuso",
	title="The Role of Vector Autoregressive Modeling in Predictor Based Subspace Identification",
	booktitle="Proc. of CDC 2006",
	year="2006",
	month=" 13",
	location="San Diego"
}

@article{chiuso2005,
	author="A. Chiuso and G. Picci",
	title="Consistency Analysis of some Cloded-Loop Subspace Identification Methods",
	journal="Automatica",
	year="2005",
	pages="377--391",
	volume="41(3)",
	issn="0005-1098"
}

@inproceedings{frezza2005,
	author="R. Frezza and A. Chiuso",
	title="Learning and exploiting invariants for multi-target tracking and data association",
	year="2005"
}

@inproceedings{chiuso2005-2,
	author="A. Chiuso",
	title="On the relation between  CCA and predictor-based subspace identitifcation",
	year="2005",
	month=""
}

@inproceedings{chiuso2005-3,
	author="A. Chiuso and G. Picci",
	title="Prediction error vs. Subspace methods in open and closed-loop identification",
	year="2005"
}

@inproceedings{chiuso2005,
	author="A. Chiuso and A. Ferrante and G. Picci",
	title="Reciprocal Realization and Modeling of Textured Images",
	booktitle="Proceedings of the 44th IEEE Conference on Decision and Control and the European Control Conference 2005 - CDC-ECC05",
	year="2005",
	month="December",
	pages="6059-6064"
}

@inproceedings{chiuso2004-5,
	author="A. Chiuso",
	title="Asymptotic Variance of  a CertainClosed-Loop Subspace Identification Method",
	year="2004"
}

@article{chiuso2004,
	author="A. Chiuso and G. Picci",
	title="Asymptotic Variance of Subspace Estimates",
	journal="Journal of Econometrics",
	year="2004",
	pages="257--291",
	volume="118(1-2)",
	issn="0304-4076"
}

@article{chiuso2004-4,
	author="A. Chiuso and G. Picci",
	title="Asymptotic Variance of Subspace methods by data orthogonalization and model decoupling: a comparative study.",
	journal="Automatica",
	year="2004",
	pages="1706--1717",
	volume="40(10)",
	issn="0005-1098"
}

@inproceedings{chiuso2004-6,
	author="A. Chiuso and G. Picci",
	title="Consistency Analysis ofCertain Closed-Loop Subspace Identification Methods",
	year="2004"
}

@inproceedings{g.2004,
	author="G. Gennari and A. Chiuso and F. Cuzzolin and R. Frezza",
	title="Integration of shape constraints in data association filters",
	year="2004"
}

@incollection{saisan2004,
	author="Saisan and A. Bissacco and A. Chiuso and S. Soatto",
	title="Modeling and synthesis of facial motion driven by speech",
	booktitle="ECCV 2004",
	year="2004",
	pages="453--467",
	chapter="Modeling and synthesis of facial motion driven by speech",
	note="Lect.notes in Computer Science 3023"
}

@article{chiuso2004-2,
	author="A. Chiuso and G. Picci",
	title="Numerical conditioning and asymptotic variance of subspace estimates",
	journal="Automatica",
	year="2004",
	pages="677--683",
	volume="40(4)",
	issn="0005-1098"
}

@article{chiuso2004-1,
	author="A. Chiuso and G. Picci",
	title="On the Ill-conditioning of subspace identification with inputs",
	journal="Automatica",
	year="2004",
	pages="575--589",
	volume="40(4)",
	issn="0005-1098"
}

@article{chiuso2004-3,
	author="A. Chiuso and G. Picci",
	title="Subspace identification by data orthogonal and model decoupling",
	journal="Automatica",
	year="2004",
	pages="1689--1703",
	volume="40(10)",
	issn="0005-1098"
}

@inproceedings{chiuso2003-1,
	author="A. Chiuso and G. Picci",
	title="Asymptotic Variance of Subspace Methods by data Orthogonalization and Model Decoupling",
	year="2003",
	pages="1784--1789"
}

@techreport{NnAaaa,
	author="A. Chiuso and G. Picci",
	title="Canonical Correlation Analysis of Linear Stochastic Systems with Inputs",
	year="2003",
	number="Mittag-Leffler Technical Report No. 45, 2002/2003, Spring ISSN 1103-467X, ISN IML-R-45-02/03--SE+spring"
}

@inproceedings{chiuso2003-2,
	author="A. Chiuso and G. Picci",
	title="Constructing the State of  of Random Processes with Feedback",
	year="2003",
	pages="881--886"
}

@inbook{chiuso2003,
	author="A. Chiuso and G. Picci",
	title="Directions in Mathematical Systems Theory and Optimization",
	year="2003",
	pages="85--124",
	volume="286",
	chapter="Geometry of Oblique Splitting Minimality and Hankel Operators",
	publisher="Springer-Verlag",
	note="Springer Lect. Notes in Control and informationSciences"
}

@article{g.2003,
	author="G. Doretto and A. Chiuso and Y. Wu and S. Soatto",
	title="DynamicTextures",
	journal="International Journal of Computer Vision",
	year="2003",
	pages="91--109",
	volume="51(2)",
	issn="0920-5691"
}

@incollection{r.2003,
	author="R. Vidal and A. Chiuso and S. Soatto and S. Sastry",
	title="Observability Linear Hybrid Systems",
	booktitle="Hybrid Systems: Computation and Control 6th International Workshop HSCC 2003",
	year="2003",
	pages="526--539",
	volume="-",
	chapter="Observability Linear Hybrid Systems"
}

@inproceedings{s.2003,
	author="S. Soatto and A. Chiuso",
	title="Snippets of System Identification in Computer Vision",
	year="2003",
	pages="248--258",
	note="Semi-Plenary lecture given by S. Soatto"
}

@inproceedings{g.2002,
	author="G. Gennari and A. Chiuso and F. Cuzzolin and R. Frezza",
	title="Integrating dynamic and probabilistic shape information for data association and tracking",
	booktitle="Proc. of IEEE Conf. on Dec. and Control",
	year="2002",
	pages="1--6",
	location="Las Vegas, USA"
}

@inproceedings{r.2002,
	author="R. Vidal and A. Chiuso and S. Soatto",
	title="Observability and Identifiability of Jump Linear Systems",
	booktitle="IEEE Conf. on Dec. and Control",
	year="2002",
	location="Las Vegas"
}

@article{chiuso2002,
	author="A. Chiuso and P. Favaro and H. Jin and S. Soatto",
	title="Structure from Motion Causally Integrated over Time",
	journal="IEEE Transactions on Pattern Analysis and Machine Intelligence",
	year="2002",
	pages="509--522",
	volume="24(4)",
	issn="0162-8828"
}

@inproceedings{chiuso2001-1,
	author="A. Chiuso and G. Picci",
	title="Asymptotic Variance of Subspace Estimates",
	year="2001",
	pages="1--6"
}

@techreport{NnAaaa,
	author="S. Soatto and A. Chiuso",
	title="Dynamic data factorization",
	year="2001",
	number="UCLA Technical Report CSD-2001/01"
}

@inproceedings{a.2001,
	author="A. Bissacco and A. Chiuso and Y. Ma and S. Soatto",
	title="Recognition of human gaits",
	year="2001",
	pages="1--6"
}

@article{chiuso2001,
	author="A. Chiuso and G. Picci",
	title="Some Algorithmic aspects of Subspace Identification with Inputs",
	journal="International Journal of Applied Mathematics and Computer Science",
	year="2001",
	pages="55--75",
	volume="11(1)",
	issn="1641-876X"
}

@techreport{chiuso2000-2,
	author="A. Chiuso and S. Soatto",
	title="3-D Motion and Structure Causally Integrated Over Time: Analysis",
	year="2000",
	pages="1--15",
	note="Tutorial lecture presented by S. SoattoPreliminary version registered as ESSRL Technical Report 99-001"
}

@incollection{chiuso2002-1,
	author="A. Chiuso and H. Jin and P. Favaro and S. Soatto",
	title="3-D Motion and Structure from 2-D Motion Causally Integrated Over Time: Implementation",
	booktitle="Computer Vision - ECCV 2000",
	year="2000",
	pages="734--750",
	chapter="``MFm' : 3-D Motion and Structure from 2-D Motion Causally Integrated Over Time: Implementation"
}

@inproceedings{chiuso2000-1,
	author="A. Chiuso and G. Picci",
	title="Error Analysis of CertainSubspace Methods",
	year="2000",
	pages="85--90",
	note="Santa BArbara CA"
}

@inproceedings{chiuso2000-4,
	author="A. Chiuso and S. Soatto",
	title="Monte Carlo filtering on Lie Groups",
	booktitle="Proceedings of IEEE Conf. on Dec. and Control",
	year="2000",
	note="papernumber REG1407"
}

@article{chiuso2000,
	author="A. Chiuso and R. Brockett and S. Soatto",
	title="Optimal Structure From Motion: Local Ambiguities and Global Estimates",
	journal="International Journal of Computer Vision",
	year="2000",
	pages="195--228",
	volume="39(3)",
	issn="0920-5691"
}

@inproceedings{chiuso2000-3,
	author="A. Chiuso and G. Picci",
	title="Probing Inputs for Subspace Identification",
	year="2000",
	pages="1--6",
	note="Invited Paper WeAM3-1"
}

@inproceedings{h.1999,
	author="H. Kawauchi and A. Chiuso and T. Katayama and G. Picci",
	title="Comparison of Two Subspace Identification Methods for CombinedDeterministic -Stochastic Systems",
	year="1999",
	pages="7--12",
	note="Yokohama Japan"
}

@inproceedings{chiuso1999,
	author="A. Chiuso and G. Picci",
	title="Subspace Identification by orthogonal decomposition",
	year="1999",
	pages="241--246",
	volume="H",
	note="Pechino Cina"
}

@inproceedings{chiuso1998-1,
	author="A. Chiuso and G. Picci",
	title="A wide-sense estimation theory on the unit sphere",
	year="1998",
	pages="3745--3750",
	volume="FM02-5"
}

@inbook{chiuso1998,
	author="A. Chiuso and G. Picci",
	title="The Confluence of Vision and Control",
	year="1998",
	pages="90--105",
	volume="237",
	chapter="Visual Tracking of Points as Estimation on the Unit Sphere",
	publisher="Springer-Verlag",
	note="Springer-Verlag Lecture Notes in Control and Information Systems"
}