Research

Preprints

Reluctant Interaction Modeling [software][vignette]
Guo Yu, Jacob Bien, Ryan Tibshirani.

An Interpretable Hybrid Predictive Model of COVID-19 Cases using Autoregressive Model and LSTM
Yangyi Zhang, Sui Tang, Guo Yu.

Different time different answer? Determinants of economic growth with error control via group knockoffs.
Yi-Chi Chen, Guo Yu.

Publications

A Completely Tuning-Free and Robust Approach to Sparse Precision Matrix Estimation
Chau Tran, Guo Yu.
International Conference on Machine Learning, pp. 21733-21750. PMLR, 2022..

Controlling Costs: Feature Selection on a Budget [software][vignette]
Guo Yu, Daniela Witten, Jacob Bien.
Stat 11.1 (2022): e427.

Discussion of ``CARS: Covariate assisted ranking and screening for large-scale two-sample inference'' by Cai et,al. [supplementary material]
Guo Yu, Jacob Bien, Daniela Witten.
Journal of the Royal Statistical Society: Series B (Statistical Methodology). 81(2), 187-234.

Estimating the Error Variance in a High-Dimensional Linear Model [software][vignette]
Guo Yu, Jacob Bien.
Biometrika 106, no.3 (2019): 533-546.

Learning Local Dependence In Ordered Data [software][vignette]
Guo Yu, Jacob Bien.
Journal of Machine Learning Research. 18(42), 1-60.

Consistency-Based Semi-Supervised Active Learning: Towards Minimizing Labeling Budget
Mingfei Gao, Zizhao Zhang, Guo Yu , Sercan Ö Arık, Larry S. Davis, Tomas Pfister.
16th European Conference On Computer Vision (ECCV 2020).

Deepview: Virtual Disk Failure Diagnosis and Pattern Detection for Azure [slides]
Qiao Zhang, Guo Yu, Chuanxiong Guo, Yingnong Dang, Nick Swanson, Xinsheng Yang, Randolph Yao, Murali Chintalapati, Arvind Krishnamurthy, Tom Anderson.
15th USENIX Symposium on Networked Systems Design and Implementation (NSDI 2018)