Publications

10 results for Gianluigi Pillonetto

Generalized Kalman smoothing: Modeling and algorithms
- - Aleksandr Y. Aravkin
  - James V. Burke
  - et al.
- 2017
- Automatica
The connection between Bayesian estimation of a Gaussian random field and RKHS
- - Aleksandr Y. Aravkin
  - Bradley M. Bell
  - et al.
- 2015
- IEEE TNNLS
Outlier robust kernel-based system identification using ℓ₁-Laplace techniques
- - Giulio Bottegal
  - Hakan Hjalmarsson
  - et al.
- 2015
- CDC 2015
A new kernel-based approach for identification of time-varying linear systems
- - Gianluigi Pillonetto
  - Aleksandr Aravkin
- 2014
- MLSP 2014
Kalman smoothing with persistent nuisance parameters
- - Aleksandr Aravkin
  - Karthikeyan Natesan Ramamurthy
  - et al.
- 2014
- MLSP 2014
Outlier robust system identification: A Bayesian kernel-based approach
- - Giulio Bottegal
  - Aleksandr Y. Aravkin
  - et al.
- 2014
- IFAC 2014
Convex vs non-convex estimators for regression and sparse estimation: The Mean Squared Error properties of ARD and GLasso
- - Aleksandr Aravkin
  - James V. Burke
  - et al.
- 2014
- JMLR
Robust and trend-following student's T Kalman smoothers
- - Aleksandr Y. Aravkin
  - James V. Burke
  - et al.
- 2014
- SICON
Linear system identification using stable spline kernels and PLQ penalties
- - Aleksandr Y. Aravkin
  - James V. Burke
  - et al.
- 2013
- CDC 2013
Sparse/robust estimation and kalman smoothing with nonsmooth log-concave densities: Modeling, computation, and theory
- - Aleksandr Y. Aravkin
  - James V. Burke
  - et al.
- 2013
- JMLR