Trace Ratio vs Ratio Trace Methods for Multidimensional Dimensionality Reduction

Alaeddine Zahir, Franck Dufrenois, Khalide Jbilou +1

We propose a higher-order dimensionality reduction framework based on the Trace Ratio (TR) optimization problem. We establish conditions for existence and uniqueness of solutions a…