Noisy multi-label semi-supervised dimensionality reduction.

•A new semi-supervised and label noise-tolerant multi-label dimensionality reduction method.•Based on label propagation for noisy multi-labels and dependence maximization.•A novel framework for semi-supervised classification of noisy multi-label data.•A case study of patients suffering from multiple chronic diseases.