Gianluigi Pillonetto

Gianluigi Pillonetto

Università degli Studi di Padova

H-index: 41

Europe-Italy

About Gianluigi Pillonetto

Gianluigi Pillonetto, With an exceptional h-index of 41 and a recent h-index of 26 (since 2020), a distinguished researcher at Università degli Studi di Padova, specializes in the field of System identification, Learning for control, Machine learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Learning for Control: -error Bounds for Kernel-based Regression

Kernel-based linear system identification: When does the representer theorem hold?

A refinement of the stability test for reproducing kernel Hilbert spaces

Gene expression biomarkers differentiate overall survival of colorectal cancer upon targeted therapies

On the stability test for reproducing kernel Hilbert spaces

Kernel methods and gaussian processes for system identification and control: A road map on regularized kernel-based learning for control

Dealing with Collinearity in Large-Scale Linear System Identification Using Gaussian Regression

Kernel-based learning of orthogonal functions

Gianluigi Pillonetto Information

University

Position

Professor of Automatic Control

Citations(all)

6329

Citations(since 2020)

3096

Cited By

4403

hIndex(all)

41

hIndex(since 2020)

26

i10Index(all)

114

i10Index(since 2020)

65

Email

University Profile Page

Università degli Studi di Padova

Google Scholar

View Google Scholar Profile

Gianluigi Pillonetto Skills & Research Interests

System identification

Learning for control

Machine learning

Top articles of Gianluigi Pillonetto

Title

Journal

Author(s)

Publication Date

Learning for Control: -error Bounds for Kernel-based Regression

IEEE Transactions on Automatic Control

Mauro Bisiacco

Gianluigi Pillonetto

2024/3/4

Kernel-based linear system identification: When does the representer theorem hold?

Automatica

Gianluigi Pillonetto

Mauro Bisiacco

2024/1/1

A refinement of the stability test for reproducing kernel Hilbert spaces

Automatica

Mauro Bisiacco

Gianluigi Pillonetto

2024/5/1

Gene expression biomarkers differentiate overall survival of colorectal cancer upon targeted therapies

Akram Yazdani

Azam Yazdani

Raul Mendez-Giraldez

Gianluigi Pillonetto

Esmat Samiei

...

2024/3/11

On the stability test for reproducing kernel Hilbert spaces

arXiv preprint arXiv:2305.02213

Mauro Bisiacco

Gianluigi Pillonetto

2023/5/1

Kernel methods and gaussian processes for system identification and control: A road map on regularized kernel-based learning for control

Algo Carè

Ruggero Carli

Alberto Dalla Libera

Diego Romeres

Gianluigi Pillonetto

2023/9/28

Dealing with Collinearity in Large-Scale Linear System Identification Using Gaussian Regression

arXiv preprint arXiv:2302.10959

Wenqi Cao

Gianluigi Pillonetto

2023/2/21

Kernel-based learning of orthogonal functions

Neurocomputing

Anna Scampicchio

Mauro Bisiacco

Gianluigi Pillonetto

2023/8/7

Deep networks for system identification: a survey

arXiv preprint arXiv:2301.12832

Gianluigi Pillonetto

Aleksandr Aravkin

Daniel Gedon

Lennart Ljung

Antônio H Ribeiro

...

2023/1/30

Sliding-mode theory under feedback constraints and the problem of epidemic control

SIAM Journal on Applied Mathematics

Mauro Bisiacco

Gianluigi Pillonetto

2023/12/31

In silico design and validation of a time-varying PID controller for an artificial pancreas with intraperitoneal insulin delivery and glucose sensing

APL bioengineering

Alberto Dalla Libera

Chiara Toffanin

Martina Drecogna

Alfonso Galderisi

Gianluigi Pillonetto

...

2023/6/1

Absolute integrability of Mercer kernels is only sufficient for RKHS stability

arXiv preprint arXiv:2305.01411

Mauro Bisiacco

Gianluigi Pillonetto

2023/5/2

Gene signatures derived from transcriptomic-causal networks stratified colorectal cancer patients for effective targeted therapy

Akram Yazdani

Heinz-Josef Lenz

Gianluigi Pillonetto

Raul Mendez-Giraldez

Azam Yazdani

...

2023/12/15

Full Bayesian identification of linear dynamic systems using stable kernels

Proceedings of the National Academy of Sciences

G Pillonetto

Lennart Ljung

2023/5/2

Kernel-based function learning in dynamic and non stationary environments

arXiv preprint arXiv:2310.02767

Alberto Giaretta

Mauro Bisiacco

Gianluigi Pillonetto

2023/10/4

Classical System Identification

Gianluigi Pillonetto

Tianshi Chen

Alessandro Chiuso

Giuseppe De Nicolao

Lennart Ljung

2022/5/14

Bias

EDWARD WITTEN

2016

Bayesian frequentist bounds for machine learning and system identification

Automatica

Giacomo Baggio

Algo Carè

Anna Scampicchio

Gianluigi Pillonetto

2022/12/1

Linear system identification using the sequential stabilizing spline algorithm

Automatica

Gianluigi Pillonetto

Alessandro Chiuso

2022/4/1

Regularization of Linear Regression Models

Gianluigi Pillonetto

Tianshi Chen

Alessandro Chiuso

Giuseppe De Nicolao

Lennart Ljung

2022/5/14

See List of Professors in Gianluigi Pillonetto University(Università degli Studi di Padova)

Co-Authors

H-index: 121
Claudio Cobelli

Claudio Cobelli

Università degli Studi di Padova

H-index: 99
Lennart Ljung

Lennart Ljung

Linköpings Universitet

H-index: 93
Michele Zorzi

Michele Zorzi

Università degli Studi di Padova

H-index: 50
Aleksandr Aravkin

Aleksandr Aravkin

University of Washington

H-index: 49
luca schenato

luca schenato

Università degli Studi di Padova

H-index: 49
Giovanni Sparacino

Giovanni Sparacino

Università degli Studi di Padova

academic-engine