Rakesh Shivanna

Spectral Norm Regularization of Orthonormal Representations for Graph Transduction

Recent literature~\cite{ando} suggests that embedding a graph on an unit sphere leads to better generalization for graph transduction. However, the choice of optimal embedding and an efficient algorithm to compute the same remains open. In this paper, we show that orthonormal representations, a clas…