20 citations · 64 across the 12 of their papers we have counts for
12 papers
Dynamic Networks with Node Heterogeneity and Homophily
Binyan Jiang, Qiwei Yao, Xinyang Yu
The goal of this paper is to model node heterogeneity and link homophily for dynamic networks. The proposed framework brings new insights on how networks evolve over time. It also…
HiQR: An efficient algorithm for high-dimensional quadratic regression with penalties
Cheng Wang, Haozhe Chen, Binyan Jiang
This paper investigates the efficient solution of penalized quadratic regressions in high-dimensional settings. A novel and efficient algorithm for ridge-penalized quadratic regres…
A two-way heterogeneity model for dynamic networks
Binyan Jiang, Chenlei Leng, Ting Yan +2
Dynamic network data analysis requires joint modelling individual snapshots and time dynamics. This paper proposes a new two-way heterogeneity model towards this goal. The new mode…
Linear Discriminant Analysis with High-dimensional Mixed Variables
Binyan Jiang, Chenlei Leng, Cheng Wang +2
Datasets containing both categorical and continuous variables are frequently encountered in many areas, and with the rapid development of modern measurement technologies, the dimen…
MARS: A second-order reduction algorithm for high-dimensional sparse precision matrices estimation
Qian LI, Binyan Jiang, Defeng Sun
Estimation of the precision matrix (or inverse covariance matrix) is of great importance in statistical data analysis and machine learning. However, as the number of parameters sca…
Penalized estimation for single-index varying-coefficient models with applications to integrative genomic analysis
Hoi Min Ng, Binyan Jiang, Kin Yau Wong
Recent technological advances have made it possible to collect high-dimensional genomic data along with clinical data on a large number of subjects. In the studies of chronic disea…