Asymmetric Spectral clustering

This report presents the mathematical foundation of the asymmetric spectral clustering approach given in the thesis of S.E. Atev (University of Wisconsin, 2011). This method, implemented in a companion R package AsymmetricClustering, is based on a Riemannian conjugate gradient algorithm to find a minimization problem based on an optimization problem involving unitary matrix.