Kean Ming Tan

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 8

Top Topics

High Dimensions

Graphical Models

Belief Propagation

Statistical Inference

Top Venues

J. Mach. Learn. Res.

J. Comput. Graph. Stat.

Comput. Stat. Data Anal.

Publications

Rebeka Man, Xiaoou Pan, Kean Ming Tan, Wen-Xin Zhou
A Unified Algorithm for Penalized Convolution Smoothed Quantile Regression. J. Comput. Graph. Stat. 33 (2) (2024)
Kean Ming Tan, Heather Battey, Wen-Xin Zhou
Communication-Constrained Distributed Quantile Regression with Optimal Statistical Guarantees. J. Mach. Learn. Res. 23 (2022)
Jiaying Zhou, Jie Ding, Kean Ming Tan, Vahid Tarokh
Model Linkage Selection for Cooperative Learning. J. Mach. Learn. Res. 22 (2021)
Kean Ming Tan, Junwei Lu, Tong Zhang, Han Liu
Layer-Wise Learning Strategy for Nonparametric Tensor Product Smoothing Spline Regression and Graphical Models. J. Mach. Learn. Res. 20 (2019)
Qiang Sun, Kean Ming Tan, Han Liu, Tong Zhang
Graphical Nonconvex Optimization via an Adaptive Convex Relaxation. ICML (2018)
Kean Ming Tan, Qiang Sun, Daniela M. Witten
Distributionally Robust Reduced Rank Regression and Principal Component Analysis in High Dimensions. CoRR (2018)
Kean Ming Tan, Zhaoran Wang, Tong Zhang, Han Liu, R. Dennis Cook
A convex formulation for high-dimensional sparse sliced inverse regression. CoRR (2018)
Kean Ming Tan, Daniela M. Witten, Ali Shojaie
The cluster graphical lasso for improved estimation of Gaussian graphical models. Comput. Stat. Data Anal. 85 (2015)
Kean Ming Tan, Palma London, Karthik Mohan, Su-In Lee, Maryam Fazel, Daniela M. Witten
Learning graphical models with hubs. J. Mach. Learn. Res. 15 (1) (2014)