Adaptive sparse learning using multi-template for neurodegenerative disease diagnosis.

•An adaptive feature learning framework using multiple templates.•An adaptively chosen sparse degree.•Joint linear discriminative analysis and locally preserving projections.•Identification of the highly relevant brain regions.