4 papers · 1 filter
Trajectory-Based Individualized Treatment Rules
Lanqiu Yao, Thaddeus Tarpey
A core component of precision medicine research involves optimizing individualized treatment rules (ITRs) based on patient characteristics. Many studies used to estimate ITRs are l…
Extracting Scalar Measures from Curves
Lanqiu Yao, Thaddeus Tarpey
The ability to order outcomes is necessary to make comparisons which is complicated when there is no natural ordering on the space of outcomes, as in the case of functional outcome…
A Single Index Model for Longitudinal Outcomes to Optimize Individual Treatment Decision Rules
Lanqiu Yao, Thaddeus Tarpey
A pressing challenge in medical research is to identify optimal treatments for individual patients. This is particularly challenging in mental health settings where mean responses…
A New Algorithm for Convex Biclustering and Its Extension to the Compositional Data
Binhuan Wang, Lanqiu Yao, Jiyuan Hu +1
Biclustering is a powerful data mining technique that allows simultaneously clustering rows (observations) and columns (features) in a matrix-format data set, which can provide res…