LPGraph-package {LPGraph}

Nonparametric Smoothing of Laplacian Graph Spectra

Description

This package provides an algorithm to approximate and smooth the Laplacian graph spectra of a network with ordered vertices using LP-nonparametric basis. The underlying theory yields a reduced order (compressive) characterization of spectral graph properties.

Author(s)

Mukhopadhyay, S. and Wang, K.

Maintainer: Kaijun Wang <[e-mail]>

References

Mukhopadhyay, S. and Wang, K. (2018), "Graph Spectral Compression via Smoothing".

Mukhopadhyay, S. (2017+), "Unified Statistical Theory of Spectral Graph Analysis".

Mukhopadhyay, S. and Parzen, E. (2014), "LP Approach to Statistical Modeling", arXiv:1405.2601.