Scalable matrix-valued kernel learning for high-dimensional nonlinear multivariate regression and granger causality
- Vikas Sindhwani
- Hà Quang Minh
- et al.
- 2013
- UAI 2013
Conference paper
Publications
55 results for Aurelie Lozano
Robust sparse estimation of multiresponse regression and inverse covariance matrix via the L2 distance
- Aurélie C. Lozano
- Huijing Jiang
- et al.
- 2013
- KDD 2013
Conference paperA parallel, block greedy method for sparse inverse covariance estimation for ultra-high dimensions
- Prabhanjan Kambadur
- Aurélie Lozano
- 2013
- JMLR
PaperMulti-level Lasso for sparse multi-task regression
- Aurélie C. Lozano
- Grzegorz Świrszcz
- 2012
- ICML 2012
Conference paperA bayesian markov-switching model for sparse dynamic network estimation
- Huijing Jiang
- Aurélie C. Lozano
- et al.
- 2012
- SDM 2012
Conference paperNon-parametric group orthogonal matching pursuit for Sparse Learning with Multiple Kernels
- Vikas Sindhwani
- Aurélie C. Lozano
- 2011
- NeurIPS 2011
Conference paperGroup Orthogonal Matching Pursuit for logistic regression
- Aurélie C. Lozano
- Grzegorz Świrszcz
- et al.
- 2011
- JMLR
PaperBlock variable selection in multivariate regression and high-dimensional causal inference
- Aurélie C. Lozano
- Vikas Sindhwani
- 2010
- NeurIPS 2010
Conference paperLearning temporal causal graphs for relational time-series analysis
- Yan Liu
- Alexandru Niculescu-Mizil
- et al.
- 2010
- ICML 2010
Conference paperGroup orthogonal matching pursuit for variable selection and prediction
- Aurélie C. Lozano
- Grzegorz Świrszcz
- et al.
- 2009
- NeurIPS 2009
Conference paper