27 citations · 28 across the 4 of their papers we have counts for
4 papers
Dynamic Classification of Latent Disease Progression with Auxiliary Surrogate Labels
Zexi Cai, Donglin Zeng, Karen S. Marder +2
Disease progression prediction based on patients' evolving health information is challenging when true disease states are unknown due to diagnostic capabilities or high costs. For…
Learning Optimal Biomarker-Guided Treatment Policy for Chronic Disorders
Bin Yang, Xingche Guo, Ji Meng Loh +2
Electroencephalogram (EEG) provides noninvasive measures of brain activity and is found to be valuable for diagnosis of some chronic disorders. Specifically, pre-treatment EEG sign…
Robust Hybrid Learning for Estimating Personalized Dynamic Treatment Regimens
Ying Liu, Yuanjia Wang, Michael R. Kosorok +2
Dynamic treatment regimens (DTRs) are sequential decision rules tailored at each stage by potentially time-varying patient features and intermediate outcomes observed in previous s…
A divergence formula for regularization methods with an L2 constraint
Yixin Fang, Yuanjia Wang, Xin Huang
We derive a divergence formula for a group of regularization methods with an L2 constraint. The formula is useful for regularization parameter selection, because it provides an unb…