Dimension reduction based on constrained canonical correlation and variable filtering

Jianhui Zhou, Xuming He

The ``curse of dimensionality'' has remained a challenge for high-dimensional data analysis in statistics. The sliced inverse regression (SIR) and canonical correlation (CANCOR) me…