Baggio, Giacomo; Carè, Algo; Scampicchio, Anna; Pillonetto, Gianluigi Bayesian frequentist bounds for machine learning and system identification. (English) Zbl 1504.93388 Automatica 146, Article ID 110599, 13 p. (2022). MSC: 93E12 68T05 PDFBibTeX XMLCite \textit{G. Baggio} et al., Automatica 146, Article ID 110599, 13 p. (2022; Zbl 1504.93388) Full Text: DOI
Dalla Libera, Alberto; Carli, Ruggero; Pillonetto, Gianluigi Kernel-based methods for Volterra series identification. (English) Zbl 1478.93119 Automatica 129, Article ID 109686, 11 p. (2021). MSC: 93B30 93C10 93C55 PDFBibTeX XMLCite \textit{A. Dalla Libera} et al., Automatica 129, Article ID 109686, 11 p. (2021; Zbl 1478.93119) Full Text: DOI
Pillonetto, Gianluigi System identification using kernel-based regularization: new insights on stability and consistency issues. (English) Zbl 1400.93316 Automatica 93, 321-332 (2018). MSC: 93E12 93C05 93C10 68T05 PDFBibTeX XMLCite \textit{G. Pillonetto}, Automatica 93, 321--332 (2018; Zbl 1400.93316) Full Text: DOI
Prando, Giulia; Chiuso, Alessandro; Pillonetto, Gianluigi Maximum entropy vector kernels for MIMO system identification. (English) Zbl 1371.93057 Automatica 79, 326-339 (2017). MSC: 93B30 93C05 93E03 93E12 PDFBibTeX XMLCite \textit{G. Prando} et al., Automatica 79, 326--339 (2017; Zbl 1371.93057) Full Text: DOI arXiv
Pillonetto, Gianluigi; Dinuzzo, Francesco; Chen, Tianshi; De Nicolao, Giuseppe; Ljung, Lennart Kernel methods in system identification, machine learning and function estimation: a survey. (English) Zbl 1298.93342 Automatica 50, No. 3, 657-682 (2014). MSC: 93E12 93E10 93C05 68T05 PDFBibTeX XMLCite \textit{G. Pillonetto} et al., Automatica 50, No. 3, 657--682 (2014; Zbl 1298.93342) Full Text: DOI Link
Pillonetto, Gianluigi; Chiuso, Alessandro; De Nicolao, Giuseppe Prediction error identification of linear systems: a nonparametric Gaussian regression approach. (English) Zbl 1207.93110 Automatica 47, No. 2, 291-305 (2011). MSC: 93E12 93E10 PDFBibTeX XMLCite \textit{G. Pillonetto} et al., Automatica 47, No. 2, 291--305 (2011; Zbl 1207.93110) Full Text: DOI
Pillonetto, Gianluigi; De Nicolao, Giuseppe A new kernel-based approach for linear system identification. (English) Zbl 1214.93116 Automatica 46, No. 1, 81-93 (2010). MSC: 93E12 93C05 93E10 PDFBibTeX XMLCite \textit{G. Pillonetto} and \textit{G. De Nicolao}, Automatica 46, No. 1, 81--93 (2010; Zbl 1214.93116) Full Text: DOI