Importance sampling imputation algorithms in quantile regression with their application in CGSS data

• Published in: Mathematics and computers in simulation Vol. 188; pp. 498 - 508
• Main Author: Cheng, Hao
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.10.2021
• Subjects: CGSS; Importance sampling; Inverse probability weighting; Quantile regression; Inverse probability weighting; CGSS; Quantile regression; Importance sampling

As a popular sampling tool used for Monte Carlo computing, importance sampling (IS) has been used in a wide variety of application areas recently. In large-scale survey data such as Chinese General Social Survey (CGSS), missing data, a high level of skewness and heteroscedastic variances commonly oc...