ASMFS: Adaptive-similarity-based multi-modality feature selection for classification of Alzheimer's disease

•An adaptive-similarity-based multi-modality feature selection method is proposed.•This method captures the intrinsic similarity shared across different modality data.•This method discovers the disease sensitive biomarkers.•This method yields better performance on identifying disease status.