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
Paper
Publications
58 results at JMLR
Principal component analysis and higher correlations for distributed data
- Ravindran Kannan
- Santosh S. Vempala
- et al.
- 2014
- JMLR
PaperEfficient and accurate methods for updating generalized linear models with multiple feature additions
- Amit Dhurandhar
- Marek Petrik
- 2014
- JMLR
PaperSequential crowdsourced labeling as an epsilon-greedy exploration in a Markov Decision Process
- Vikas C. Raykar
- Priyanka Agrawal
- 2014
- JMLR
PaperSample complexity bounds on differentially private learning via communication complexity
- Vitaly Feldman
- David Xiao
- 2014
- JMLR
PaperSparse/robust estimation and kalman smoothing with nonsmooth log-concave densities: Modeling, computation, and theory
- Aleksandr Y. Aravkin
- James V. Burke
- et al.
- 2013
- JMLR
PaperSemi-supervised learning using greedy max-cut
- Jun Wang
- Tony Jebara
- et al.
- 2013
- JMLR
PaperCentral limit theorems for conditional Markov chains
- Mathieu Sinn
- Bei Chen
- 2013
- JMLR
PaperSubspace embeddings and lp-regression using exponential random variables
- David P. Woodruff
- Qin Zhang
- 2013
- JMLR
PaperRandom projections for support vector machines
- Saurabh Paul
- Christos Boutsidis
- et al.
- 2013
- JMLR
Paper