Weakly supervised label distribution learning based on transductive matrix completion with sample correlations.

•The matrix completion is firstly applied to weakly supervised LDL problems.•Smoothness assumption is utilized to capture the correlation among samples.•Our transductive LDL algorithm outperforms better than existing algorithms.