Other packages > Find by keyword >

spectralGraphTopology  

Learning Graphs from Data via Spectral Constraints
View on CRAN: Click here


Download and install spectralGraphTopology package within the R console
Install from CRAN:
install.packages("spectralGraphTopology")

Install from Github:
library("remotes")
install_github("cran/spectralGraphTopology")

Install by package version:
library("remotes")
install_version("spectralGraphTopology", "0.2.3")



Attach the package and use:
library("spectralGraphTopology")
Maintained by
Ze Vinicius
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-05-08
Latest Update:
Description:
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.
How to cite:
Ze Vinicius (2019). spectralGraphTopology: Learning Graphs from Data via Spectral Constraints. R package version 0.2.3, https://cran.r-project.org/web/packages/spectralGraphTopology. Accessed 06 Mar. 2026.
Previous versions and publish date:
0.1.0 (2019-05-08 12:30), 0.1.1 (2019-06-03 15:10), 0.1.2 (2019-09-22 23:50), 0.2.0 (2019-10-12 10:00), 0.2.2 (2022-03-11 10:30), 0.2.3 (2022-03-14 10:30)
Other packages that cited spectralGraphTopology R package
View spectralGraphTopology citation profile
Other R packages that spectralGraphTopology depends, imports, suggests or enhances
Complete documentation for spectralGraphTopology
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

DatabionicSwarm  
Swarm Intelligence for Self-Organized Clustering
Algorithms implementing populations of agents that interact with one another and sense their environ ...
Download / Learn more Package Citations See dependency  
EMVS  
The Expectation-Maximization Approach to Bayesian Variable Selection
An efficient expectation-maximization algorithm for fitting Bayesian spike-and-slab regularization p ...
Download / Learn more Package Citations See dependency  
solitude  
An Implementation of Isolation Forest
Isolation forest is anomaly detection method introduced by the paper Isolation based Anomaly Detecti ...
Download / Learn more Package Citations See dependency  
mlr3viz  
Visualizations for 'mlr3'
Visualization package of the 'mlr3' ecosystem. It features plots for mlr3 objects such as tasks, le ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
lbfgs  
Limited-memory BFGS Optimization
A wrapper built around the libLBFGS optimization library by Naoaki Okazaki. The lbfgs package implem ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,244

Author Associations

26,265

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA