Sfoglia per Autore
Regularized linear system identification using atomic, nuclear and kernel-based norms: The role of the stability constraint
2016 Pillonetto, Gianluigi; Chen, Tianshi; Chiuso, Alessandro; DE NICOLAO, Giuseppe; Ljung, Lennart
A new kernel-based approach to hybrid system identification
2016 Pillonetto, Gianluigi
Maximum entropy properties of discrete-time first-order stable spline kernel
2016 Chen, Tianshi; Ardeshiri, Tohid; Carli, FRANCESCA PAOLA; Chiuso, Alessandro; Ljung, Lennart; Pillonetto, Gianluigi
Continuous-time DC kernel — A stable generalized first order spline kernel
2016 Chen, Tianshi; Pillonetto, Gianluigi; Chiuso, Alessandro; Ljung, Lennart
Newton-Raphson Consensus for Distributed Convex Optimization
2016 Varagnolo, Damiano; Zanella, Filippo; Cenedese, Angelo; Pillonetto, Gianluigi; Schenato, Luca
Classical vs. Bayesian methods for linear system identification: Point estimators and confidence sets
2016 Prando, Giulia; Romeres, Diego; Pillonetto, Gianluigi; Chiuso, Alessandro
Machine learning meets Kalman Filtering
2016 Carron, Andrea; Todescato, Marco; Carli, Ruggero; Schenato, Luca; Pillonetto, Gianluigi
The connection between Bayesian estimation of a Gaussian random field and RKHS
2015 Aravkin, Aleksandr Y.; Bell, Bradley M.; Burke, James V.; Pillonetto, Gianluigi
Bayesian kernel-based system identification with quantized output data
2015 Bottegal, Giulio; Pillonetto, Gianluigi; Hjalmarsson, Håkan
An index of parameter reproducibility accounting for estimation uncertainty: Theory and case study on β-cell responsivity and insulin sensitivity
2015 DALLA MAN, Chiara; Pillonetto, Gianluigi; Riz, Michela; Cobelli, Claudio
Multi-agents adaptive estimation and coverage control using Gaussian regression
2015 Carron, Andrea; Todescato, Marco; Carli, Ruggero; Schenato, Luca; Pillonetto, Gianluigi
Outlier robust kernel-based system identification using ℓ1-Laplace techniques
2015 Bottegal, Giulio; Hjalmarsson, Hakan; Aravkin, Alexandr Y.; Pillonetto, Gianluigi
Tuning complexity in regularized kernel-based regression and linear system identification: The robustness of the marginal likelihood estimator
2015 Pillonetto, Gianluigi; Chiuso, Alessandro
Perspectives of orthonormal basis functions based kernels in Bayesian system identification?
2015 Darwishy, Mohamed; Pillonetto, Gianluigi; Tothy, Roland
Identification of hybrid systems using stable spline kernels
2015 Pillonetto, Gianluigi
Bayesian identification of LPV Box-Jenkins models
2015 Darwish, Mohamed; Cox, Pepijn; Pillonetto, Gianluigi; Toth, Roland
Spectral analysis of the DC kernel for regularized system identification
2015 Chen, T.; Pillonetto, Gianluigi; Chiuso, Alessandro; Ljung, L.
The role of rank penalties in linear system identification
2015 Prando, Giulia; Pillonetto, Gianluigi; Chiuso, Alessandro
Auto-tuning procedures for distributed nonparametric regression algorithms
2015 Varagnolo, Damiano; Pillonetto, Gianluigi; Schenato, Luca
Identification of stable models via nonparametric prediction error methods
2015 Romeres, Diego; Pillonetto, Gianluigi; Chiuso, Alessandro
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