spectralGraphTopology: Learning Graphs from Data via Spectral Constraints

In the era of big data and hyperconnectivity, learning high-dimensional structures such as graphs from data has become a prominent task in machine learning and has found applications in many fields such as finance, health care, and networks. 'spectralGraphTopology' is an open source, documented, and well-tested R package for learning graphs from data. It provides implementations of state of the art algorithms such as Combinatorial Graph Laplacian Learning (CGL), Spectral Graph Learning (SGL), Graph Estimation based on Majorization-Minimization (GLE-MM), and Graph Estimation based on Alternating Direction Method of Multipliers (GLE-ADMM). In addition, graph learning has been widely employed for clustering, where specific algorithms are available in the literature. To this end, we provide an implementation of the Constrained Laplacian Rank (CLR) algorithm.

Version: 0.2.3
Imports: Rcpp (≥ 0.11.0), MASS, Matrix, progress, rlist
LinkingTo: Rcpp, RcppArmadillo, RcppEigen
Suggests: CVXR, bookdown, knitr, prettydoc, rmarkdown, R.rsp, testthat, patrick, corrplot, igraph, kernlab, pals, clusterSim, viridis, quadprog, matrixcalc
Published: 2022-03-14
DOI: 10.32614/CRAN.package.spectralGraphTopology
Author: Ze Vinicius [cre, aut], Daniel P. Palomar [aut]
Maintainer: Ze Vinicius <jvmirca at gmail.com>
BugReports: https://github.com/dppalomar/spectralGraphTopology/issues
License: GPL-3
URL: https://github.com/dppalomar/spectralGraphTopology, https://mirca.github.io/spectralGraphTopology/, https://www.danielppalomar.com
NeedsCompilation: yes
Citation: spectralGraphTopology citation info
Materials: README NEWS
In views: GraphicalModels
CRAN checks: spectralGraphTopology results


Reference manual: spectralGraphTopology.pdf
Vignettes: Learning graphs from data via spectral constraints (html)


Package source: spectralGraphTopology_0.2.3.tar.gz
Windows binaries: r-devel: spectralGraphTopology_0.2.3.zip, r-release: spectralGraphTopology_0.2.3.zip, r-oldrel: spectralGraphTopology_0.2.3.zip
macOS binaries: r-release (arm64): spectralGraphTopology_0.2.3.tgz, r-oldrel (arm64): spectralGraphTopology_0.2.3.tgz, r-release (x86_64): spectralGraphTopology_0.2.3.tgz, r-oldrel (x86_64): spectralGraphTopology_0.2.3.tgz
Old sources: spectralGraphTopology archive

Reverse dependencies:

Reverse depends: finbipartite, fingraph


Please use the canonical form https://CRAN.R-project.org/package=spectralGraphTopology to link to this page.