Aleksandr Aravkin
4 papers · 2013–2019 · 3 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (6) π Interdisciplinary Bridge π Conference Polyglot (3) π£ Hot Topic Early Bird π Cross-Pollinator (15)
π§
Keyword Pioneer
π
Conference Pioneer
Conferences
ICML (2)
JMLR (1)
RSS (1)
Top co-authors
Keywords
convex optimization
(2)
variational inference
(1)
bayesian inference
(1)
group lasso
(1)
gaussian process
(1)
automatic relevance determination
(1)
sparse regression
(1)
sparse bayesian learning
(1)
support recovery
(1)
gaussian process classification
(1)
mean squared error
(1)
non-conjugate likelihood
(1)
state-space model
(1)
latent gaussian model
(1)
huber loss
(1)
network sparsification
(1)
robust smoothing
(1)
singular covariance
(1)
non-convex optimization
(1)
grouped variable
(1)
Papers
Trimming the $\ell_1$ Regularizer: Statistical Analysis, Optimization, and Applications to Deep Learning
ICML 2019
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
Fast Dual Variational Inference for Non-Conjugate Latent Gaussian Models
ICML 2013