Publications
Weighted SGD for ℓp Regression with Randomized Preconditioning.
Proceedings of the 27th Annual SODA Conference. 558-569.
(2015). Sub-sampled Newton Methods with Non-uniform Sampling.
Proceedings of the 2016 NIPS Conference.
(2016). A multi-platform evaluation of the randomized CX low-rank matrix factorization in Spark.
Proceedings of the 5th International Workshop on Parallel and Distributed Computing for Large Scale Machine Learning and Big Data Analytics.
(2016).
(2016).
(2015).
Identifying Important Ions and Positions in Mass Spectrometry Imaging Data Using CUR Matrix Decompositions.
Analytical Chemistry. 87(9), 4658-4666.
(2015). Feature-distributed sparse regression: a screen-and-clean approach.
Proceedings of the 2016 NIPS Conference.
(2016).