no code implementations • 3 Jun 2021 • Buliao Huang, Yunhui Zhu, Muhammad Usman, Huanhuan Chen
SSCFlow explicitly utilizes the label information to facilitate the imputation and classification simultaneously by estimating the conditional distribution of incomplete instances with a novel semi-supervised normalizing flow.
no code implementations • 30 Jan 2019 • Ziling Wu, Abdulaziz Alorf, Ting Yang, Ling Li, Yunhui Zhu
In this paper, we report a robust hierarchical synthesis reconstruction approach, where training data is pre-processed to separate the information on the domains where sampling biases are suspected.