@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"
}