Dimension Reduction for Data with Heterogeneous Missingness

Yurong Ling, Zijing Liu, Jing-Hao Xue

Dimension reduction plays a pivotal role in analysing high-dimensional data. However, observations with missing values present serious difficulties in directly applying standard di…