Tree-structured multi-stage principal component analysis (TMPCA): Theory and applications.

•An efficient dimension reduction method for sequence embedding.•The proposal maintains high mutual information between its input and output•Mathematical analysis of the proposal’s complexity, linearity, and orthonormality.•Superior performance as compared to the state-of-the-art neural-network-based approaches