Gianluigi Pillonetto
4 papers · 2010–2019 · 3 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (14) π£ Hot Topic Early Bird
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Keywords
sparse estimation
(2)
convex optimization
(1)
sparse learning
(1)
gaussian processes
(1)
group lasso
(1)
gaussian process
(1)
automatic relevance determination
(1)
system identification
(1)
sparse bayesian learning
(1)
robust estimation
(1)
hyperpriors
(1)
arx models
(1)
mean squared error
(1)
state space model
(1)
kalman smoothing
(1)
interior point method
(1)
log-concave density
(1)
huber loss
(1)
kernel methods
(1)
dynamic linear system
(1)
Papers
Robust Singular Smoothers for Tracking Using Low-Fidelity Data
RSS 2019
Convex vs Non-Convex Estimators for Regression and Sparse Estimation: the Mean Squared Error Properties of ARD and GLasso
JMLR 2014
Sparse/Robust Estimation and Kalman Smoothing with Nonsmooth Log-Concave Densities: Modeling, Computation, and Theory
JMLR 2013
Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors
NeurIPS 2010