• 3014 Citations
20042020

Research output per year

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Research Output

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2019

On fast convergence of proximal algorithms for SQRT-lasso optimization: Don’t worry about its nonsmooth loss function

Li, X., Jiang, H., Haupt, J., Arora, R., Liu, H., Hong, M. & Zhao, T., Jan 1 2019.

Research output: Contribution to conferencePaper

On fast convergence of proximal algorithms for SQRT-lasso optimization: Don’t worry about its nonsmooth loss function

Li, X., Jiang, H., Haupt, J., Arora, R., Liu, H., Hong, M. & Zhao, T., Jan 1 2019.

Research output: Contribution to conferencePaper

2018

Minimax-optimal privacy-preserving sparse PCA in distributed systems

Ge, J., Wang, Z., Wang, M. & Liu, H., Jan 1 2018, p. 1589-1598. 10 p.

Research output: Contribution to conferencePaper

7 Scopus citations
2016

A lasso-based sparse knowledge gradient policy for sequential optimal learning

Li, Y., Liu, H. & Powell, W. B., Jan 1 2016, p. 417-425. 9 p.

Research output: Contribution to conferencePaper

2 Scopus citations

An improved convergence analysis of cyclic block coordinate descent-type methods for strongly convex minimization

Li, X., Zhao, T., Arora, R., Liu, H. & Hong, M., Jan 1 2016, p. 491-499. 9 p.

Research output: Contribution to conferencePaper

6 Scopus citations

Low-rank and sparse structure pursuit via alternating minimization

Gu, Q., Wang, Z. & Liu, H., Jan 1 2016, p. 600-609. 10 p.

Research output: Contribution to conferencePaper

35 Scopus citations
2013

Feature selection in high-dimensional classification

Kolar, M. & Liu, H., Jan 1 2013, p. 329-337. 9 p.

Research output: Contribution to conferencePaper

13 Scopus citations

Markov network estimation from multi-attribute data

Kolar, M., Liu, H. & Xing, E. P., Jan 1 2013, p. 1110-1118. 9 p.

Research output: Contribution to conferencePaper

5 Scopus citations

Principal component analysis on non-gaussian dependent data

Han, F. & Liu, H., Jan 1 2013, p. 240-248. 9 p.

Research output: Contribution to conferencePaper

6 Scopus citations

Transition Matrix Estimation in High Dimensional Time Series

Han, F. & Liu, H., Jan 1 2013, p. 831-839. 9 p.

Research output: Contribution to conferencePaper

16 Scopus citations