Sfoglia per Autore
The connection between Bayesian estimation of a Gaussian random field and RKHS
2015 Aravkin, Aleksandr Y.; Bell, Bradley M.; Burke, James V.; Pillonetto, Gianluigi
Estimation of arterial arrival time and cerebral blood flow from QUASAR arterial spin labeling using stable spline
2014 Castellaro, Marco; D., Peruzzo; A., Mehndiratta; Pillonetto, Gianluigi; E. T., Petersen; X., Golay; M. A., Chappell; Bertoldo, Alessandra
Optimization Viewpoint on Kalman Smoothing with Applications to Robust and Sparse EstimationCompressed Sensing & Sparse Filtering
2014 Aleksandr Y., Aravkin; James V., Burke; Pillonetto, Gianluigi
System identification via sparse multiple kernel-based regularization using sequential convex optimization techniques
2014 Tianshi, Chen; Martin, Andersen; Lennart, Ljung; Chiuso, Alessandro; Pillonetto, Gianluigi
Outlier Robust System Identification: A Bayesian Kernel-Based Approach
2014 Bottegal, Giulio; A., Aravkin; H., Hjalmarsson; Pillonetto, Gianluigi
Kalman smoothing with persistent nuisance parameters
2014 A., Aravkin; K., Ramamurthy; Pillonetto, Gianluigi
Sistemi e Modelli
2014 Bisiacco, Mauro; Pillonetto, Gianluigi
Bayesian and nonparametric methods for system identification and model selection.
2014 Chiuso, Alessandro; Pillonetto, Gianluigi
Anomaly detection in homogenous populations: a sparse multiple kernel-based regularization method
2014 T., Chen; M., Andersen; Chiuso, Alessandro; Pillonetto, Gianluigi; L., Ljung
Distributed Cardinality Estimation in Anonymous Networks
2014 Varagnolo, Damiano; Pillonetto, Gianluigi; Schenato, Luca
Bayesian and regularization approaches to multivariable linear system identification: the role of rank penalties
2014 Prando, Giulia; Chiuso, Alessandro; Pillonetto, Gianluigi
Convex vs non-convex estimators for regression and sparse estimation: the mean squared error properties of ARD and GLasso
2014 A., Aravkin; J. V., Burke; Chiuso, Alessandro; Pillonetto, Gianluigi
Robust and Trend-Following Student's t Kalman Smoothers
2014 Aleksandr Y., Aravkin; James V., Burke; Pillonetto, Gianluigi
Tuning complexity in kernel-based linear system identification: the robustness of the marginal likelihood estimator
2014 Pillonetto, Gianluigi; Chiuso, Alessandro
On the design of Multiple Kernels for nonparametric linear system identification
2014 Chiuso, Alessandro; T., Chen; L., Ljung; Pillonetto, Gianluigi
New Trends in Nonparametric Linear System Identification,
2014 Pillonetto, Gianluigi; G., De Nicolao
Kernel methods in system identification, machine learning and function estimation: A survey
2014 Pillonetto, Gianluigi; Francesco, Dinuzzo; Tianshi, Chen; Giuseppe De, Nicolao; Lennart, Ljung
A new kernel-based approach for identification of time-varying linear systems
2014 Pillonetto, Gianluigi; Aleksandr, Aravkin
A kernel-based approach for quantification of dynamic PET studies
2013 Peruzzo, Denis; Rizzo, Gaia; Pillonetto, Gianluigi; Bertoldo, Alessandra
Kernel-based model order selection for identification and prediction of linear dynamic systems
2013 Pillonetto, Gianluigi; T., Chen; L., Ljung
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