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Gianluigi Pillonetto
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Publications
- 2025
[j80]Alberto Giaretta
, Mauro Bisiacco
, Gianluigi Pillonetto
:
Supervised Learning in Dynamic and Non Stationary Environments. IEEE Trans. Pattern Anal. Mach. Intell. 47(10): 9345-9351 (2025)
[i35]Gianluigi Pillonetto, Alberto Giaretta, Aleksandr Y. Aravkin, Mauro Bisiacco, Timothy C. Elston:
Sparse and nonparametric estimation of equations governing dynamical systems with applications to biology. CoRR abs/2511.00579 (2025)
[i33]Gianluigi Pillonetto, Alberto Giaretta, Mauro Bisiacco:
Learning stochasticity: a nonparametric framework for intrinsic noise estimation. CoRR abs/2511.13701 (2025)- 2024
[j79]Gianluigi Pillonetto, Mauro Bisiacco:
Kernel-based linear system identification: When does the representer theorem hold? Autom. 159: 111347 (2024)
[j78]Mauro Bisiacco, Gianluigi Pillonetto:
A refinement of the stability test for reproducing kernel Hilbert spaces. Autom. 163: 111606 (2024)
[j76]Mauro Bisiacco, Gianluigi Pillonetto:
Mercer kernel absolute integrability is only sufficient for RKHS stability. Syst. Control. Lett. 191: 105885 (2024)
[j75]Mauro Bisiacco
, Gianluigi Pillonetto
:
Learning for Control: $\mathcal {L}_{1}$-Error Bounds for Kernel-Based Regression. IEEE Trans. Autom. Control. 69(10): 6530-6545 (2024)
[i31]Mauro Bisiacco, Gianluigi Pillonetto:
Gaussian kernel expansion with basis functions uniformly bounded in ℒ∞. CoRR abs/2410.01394 (2024)- 2023
[j74]Anna Scampicchio
, Mauro Bisiacco, Gianluigi Pillonetto:
Kernel-based learning of orthogonal functions. Neurocomputing 545: 126237 (2023)
[j73]Mauro Bisiacco, Gianluigi Pillonetto
:
Sliding-Mode Theory Under Feedback Constraints and the Problem of Epidemic Control. SIAM J. Appl. Math. 83(6): 2189-2211 (2023)
[i28]Mauro Bisiacco, Gianluigi Pillonetto:
Absolute integrability of Mercer kernels is only sufficient for RKHS stability. CoRR abs/2305.01411 (2023)
[i27]Mauro Bisiacco, Gianluigi Pillonetto:
On the stability test for reproducing kernel Hilbert spaces. CoRR abs/2305.02213 (2023)
[i26]Alberto Giaretta, Mauro Bisiacco, Gianluigi Pillonetto:
Kernel-based function learning in dynamic and non stationary environments. CoRR abs/2310.02767 (2023)- 2022
[j71]Mauro Bisiacco, Gianluigi Pillonetto, Claudio Cobelli:
Closed-form expressions and nonparametric estimation of COVID-19 infection rate. Autom. 140: 110265 (2022)- 2021
[j64]Mauro Bisiacco, Gianluigi Pillonetto:
COVID-19 epidemic control using short-term lockdowns for collective gain. Annu. Rev. Control. 52: 573-586 (2021)
[i23]Mauro Bisiacco, Gianluigi Pillonetto:
COVID-19 epidemic control using short-term lockdowns for collective gain. CoRR abs/2109.00995 (2021)
[i22]Mauro Bisiacco, Gianluigi Pillonetto:
Sliding-mode theory under feedback constraints and the problem of epidemic control. CoRR abs/2109.05464 (2021)- 2020
[j60]Mauro Bisiacco, Gianluigi Pillonetto:
On the mathematical foundations of stable RKHSs. Autom. 118: 109038 (2020)
[j59]Mauro Bisiacco, Gianluigi Pillonetto:
Kernel Absolute Summability Is Sufficient but Not Necessary for RKHS Stability. SIAM J. Control. Optim. 58(4): 2006-2022 (2020)
[i21]Mauro Bisiacco, Gianluigi Pillonetto:
Mathematical foundations of stable RKHSs. CoRR abs/2005.02971 (2020)
[i20]Gianluigi Pillonetto, Mauro Bisiacco, Giorgio Palù, Claudio Cobelli:
Tracking the time course of reproduction number and lockdown's effect during SARS-CoV-2 epidemic: nonparametric estimation. CoRR abs/2008.12337 (2020)- 2019
[i16]Mauro Bisiacco, Gianluigi Pillonetto:
Kernel absolute summability is only sufficient for RKHS stability. CoRR abs/1909.02341 (2019)

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