Beyond the Flat-Spike: Adaptive Sparse CCA for Decaying and Unbalanced Signals

Mengchu Xu, Jian Wang, Yonina C. Eldar

Sparse Canonical Correlation Analysis (SCCA) is a fundamental statistical tool for identifying linear relationships in high-dimensional, multi-view data. While minimax theory estab…