Propensity score analysis with missing data using a multi-task neural network

• Main Authors: Yang, Shu, Du, Peipei, Feng, Xixi, He, Daihai, Chen, Yaolong, Zhong, Linda Lidan, Yan, Xiaodong, Luo, Jiawei
• Other Authors: School of Biological Sciences
• Format: Article
• Language: English
• Published: 2023
• Subjects: Science::Biological sciences; Observational Study; Propensity Score Analysis
• Online Access: https://hdl.handle.net/10356/169544
• Institution: Nanyang Technological University

Background: Propensity score analysis is increasingly used to control for confounding factors in observational studies. Unfortunately, unavoidable missing values make estimating propensity scores extremely challenging. We propose a new method for estimating propensity scores in data with missing val...