Yikun Zhang

Emputation: Identification-Guided Neural Imputation Framework

Yanjiao Yang, Yikun Zhang, Xinwei Shen, Yen-Chi Chen

We propose Emputation, a deep generative framework for learning imputation models. Emputation targets the extrapolation distribution of missing variables given observed variables, and training is guided by specific missingness assumptions that guarantee identification of the targ…Read more