Publications

Penalized sparse covariance regression with high dimensional covariates

Gao, Y., Zhang, Z., Cai, Z., Zhu, X.*, Zou, T., & Wang, H.

Journal of Business & Economic Statistics, 43(3), 615-626.

DOI / article Preprint

Grid point approximation for distributed nonparametric smoothing and prediction

Gao, Y., Pan, R.*, Li, F., Zhang, R., & Wang, H.

Journal of Computational and Graphical Statistics, 34(3), 824-836.

DOI / article Preprint

Testing sufficiency for transfer learning

Lin, Z., Gao, Y., Wang, F.*, & Wang, H.

Computational Statistics & Data Analysis, 108075.

DOI / article Preprint

Communication-efficient distributed gradient descent via random projection

Qi, H., & Gao, Y.*

Stat, 13(4), e70030.

DOI / article

A selective review on statistical methods for massive data computation: distributed computing, subsampling, and minibatch techniques

Li, X., Gao, Y.*, Chang, H., Huang, D., Ma, Y., Pan, R., Qi, H., Wang, F., Wu, S., Xu, K., Zhou, J., Zhu, X., Zhu, Y., & Wang, H.

Statistical Theory and Related Fields, 8(3), 163-185.

DOI / article Preprint

Mixture conditional regression with ultrahigh dimensional text data for estimating extralegal factor effects

Shi, J., Wang, F.*, Gao, Y., Song, X., & Wang, H.

The Annals of Applied Statistics, 18(3), 2532-2550.

DOI / article Preprint

Distributed estimation and inference for spatial autoregression model with large scale networks

Ren, Y., Li, Z., Zhu, X.*, Gao, Y., & Wang, H.

Journal of Econometrics, 238(2), 105629.

DOI / article Preprint

An asymptotic analysis of random partition based minibatch momentum methods for linear regression models

Gao, Y., Zhu, X.*, Qi, H., Li, G., Zhang, R., & Wang, H.

Journal of Computational and Graphical Statistics, 32(3), 1083-1096.

DOI / article Preprint

A review of distributed statistical inference

Gao, Y., Liu, W., Wang, H., Wang, X., Yan, Y., & Zhang, R.*

Statistical Theory and Related Fields, 6(2), 89-99.

DOI / article Preprint

On the asymptotic properties of a bagging estimator with a massive dataset

Gao, Y., Zhang, R.*, & Wang, H.

Stat, 11(1), e485.

DOI / article Preprint

Automatic, dynamic, and nearly optimal learning rate specification via local quadratic approximation

Zhu, Y., Huang, D.*, Gao, Y., Wu, R., Chen, Y., Zhang, B., & Wang, H.

Neural Networks, 141, 11-29.

DOI / article Preprint

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