Other packages > Find by keyword >

randnet  

Random Network Model Estimation, Selection and Parameter Tuning
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("randnet", "0.7")



Attach the package and use:
library("randnet")
Maintained by
Tianxi Li
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-09-17
Latest Update: 2023-05-20
Description:
Model selection and parameter tuning procedures for a class of random network models. The model selection can be done by a general cross-validation framework called ECV from Li et. al. (2016) . Several other model-based and task-specific methods are also included, such as NCV from Chen and Lei (2016) , likelihood ratio method from Wang and Bickel (2015) , spectral methods from Le and Levina (2015) . Many network analysis methods are also implemented, such as the regularized spectral clustering (Amini et. al. 2013 ) and its degree corrected version and graphon neighborhood smoothing (Zhang et. al. 2015 ). It also includes the consensus clustering of Gao et. al. (2014) , the method of moments estimation of nomination SBM of Li et. al. (2020) , and the network mixing method of Li and Le (2021) . It also includes the informative core-periphery data processing method of Miao and Li (2021) . The work to build and improve this package is partially supported by the NSF grants DMS-2015298 and DMS-2015134.
How to cite:
Tianxi Li (2017). randnet: Random Network Model Estimation, Selection and Parameter Tuning. R package version 0.7, https://cran.r-project.org/web/packages/randnet. Accessed 21 Nov. 2024.
Previous versions and publish date:
0.1 (2017-09-17 14:40), 0.2 (2019-02-12 21:50), 0.3 (2021-05-14 07:20), 0.4 (2021-06-08 09:00), 0.5 (2022-01-04 01:20)
Other packages that cited randnet R package
View randnet citation profile
Other R packages that randnet depends, imports, suggests or enhances
Complete documentation for randnet
Functions, R codes and Examples using the randnet R package
Some associated functions: BHMC.estimate . BlockModel.Gen . ConcensusClust . DCSBM.estimate . ECV.Rank . ECV.block . ECV.nSmooth.lowrank . InformativeCore . LRBIC . LSM.PGD . NCV.select . NMI . NSBM.Gen . NSBM.estimate . RDPG.Gen . RightSC . SBM.estimate . Smooth.Oracle . USVT . nSmooth . network.mixing.Bfold . network.mixing . randnet-package . reg.SP . reg.SSP . 
Some associated R codes: RCode.R .  Full randnet package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

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  
SCBiclust  
Identifies Mean, Variance, and Hierarchically Clustered Biclusters
Identifies a bicluster, a submatrix of the data such that the features and observations within the s ...
Download / Learn more Package Citations See dependency  
deductive  
Data Correction and Imputation Using Deductive Methods
Attempt to repair inconsistencies and missing values in data records by using information from vali ...
Download / Learn more Package Citations See dependency  
kgschart  
KGS Rank Graph Parser
Restore underlining numeric data from rating history graph of KGS (an online platform of the game o ...
Download / Learn more Package Citations See dependency  
crossrun  
Joint Distribution of Number of Crossings and Longest Run
Joint distribution of number of crossings and the longest run in a series of independent Bernoulli ...
Download / Learn more Package Citations See dependency  
RcppHNSW  
'Rcpp' Bindings for 'hnswlib', a Library for Approximate Nearest Neighbors
'Hnswlib' is a C++ library for Approximate Nearest Neighbors. This package provides a minimal R int ...
Download / Learn more Package Citations See dependency  

23,229

R Packages

199,929

Dependencies

62,984

Author Associations

23,230

Publication Badges

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