119 citations · 603 across the 42 of their papers we have counts for
4 papers · 2 filters
Augmented Outcome-weighted Learning for Optimal Treatment Regimes
Xin Zhou, Michael R. Kosorok
Precision medicine is of considerable interest in clinical, academic and regulatory parties. The key to precision medicine is the optimal treatment regime. Recently, Zhou et al. (2…
Tree based weighted learning for estimating individualized treatment rules with censored data
Yifan Cui, Ruoqing Zhu, Michael Kosorok
Estimating individualized treatment rules is a central task for personalized medicine. [zhao2012estimating] and [zhang2012robust] proposed outcome weighted learning to estimate ind…
Double Sparsity Kernel Learning with Automatic Variable Selection and Data Extraction
Jingxiang Chen, Chong Zhang, Michael R. Kosorok +1
Learning with Reproducing Kernel Hilbert Spaces (RKHS) has been widely used in many scientific disciplines. Because a RKHS can be very flexible, it is common to impose a regulariza…
Estimating Individualized Treatment Rules for Ordinal Treatments
Jingxiang Chen, Haoda Fu, Xuanyao He +2
Precision medicine is an emerging scientific topic for disease treatment and prevention that takes into account individual patient characteristics. It is an important direction for…