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ergmclust (version 1.0.0)

ERGM-Based Network Clustering

Description

Implements clustering and estimates parameters in Exponential-Family Random Graph Models (ERGMs) for static undirected and directed networks, developed in Vu et. al. (2013) .

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Version

Install

install.packages('ergmclust')

Monthly Downloads

9

Version

1.0.0

License

GPL-2

Maintainer

Amal Agarwal

Last Published

February 1st, 2021

Functions in ergmclust (1.0.0)

ELBO_conv_HMM_stat_undir

C++ function for updating the ELBO convergence function in a static binary undirected network.
hess_HMM_stat_undir

C++ function for updating the Hessian matrix in a static binary undirected network.
ergmclust.plot

Visualization For Model-Based Clustering of Large Networks.
wrapper_HMM_stat_dir_Dens

An estimation framework for static binary directed networks.
hess_HMM_stat_dir_re_K1

C++ function for updating the Hessian matrix in a static binary directed network.
wrapper_HMM_stat_undir_Dens

An estimation framework for static binary undirected networks.
gamma_update_HMM_stat_dir

C++ function for updating the variable gamma (variational parameters) in a static binary directed network.
ergmclust-package

ERGM-based network clustering
colsum_dir_Mat

C++ function for column-wise numeric calculation in a matrix for a static binary directed network.
ELBO_conv_HMM_stat_dir

C++ function for updating the ELBO convergence function in a static binary directed network.
colsum_Mat

C++ function for column-wise numeric calculation in a matrix for a static binary undirected network.
armsnet

Arms Trade Network Data in 2003.
gamma_update_HMM_stat_undir

C++ function for updating the variable gamma (variational parameters) in a static binary undirected network.
grad_HMM_stat_undir_K1

C++ function for updating the gradient function in a static binary undirected network.
hess_HMM_stat_dir_oe

C++ function for updating the Hessian matrix in a static binary directed network.
ELBO_conv_HMM_stat_dir_K1

C++ function for updating the ELBO convergence function in a static binary directed network.
grad_HMM_stat_dir_re_K1

C++ function for updating the gradient function in a static binary directed network.
grad_HMM_stat_undir

C++ function for updating the gradient function in a static binary undirected network.
hess_HMM_stat_undir_K1

C++ function for updating the Hessian matrix in a static binary undirected network.
rowsum_Mat

C++ function for row-wise numeric calculation in a matrix for a static binary undirected network.
grad_HMM_stat_dir_oe

C++ function for updating the gradient function in a static binary directed network.
hess_HMM_stat_dir_re

C++ function for updating the Hessian matrix in a static binary directed network.
hess_HMM_stat_dir_oe_re_K1

C++ function for updating the Hessian matrix in a static binary directed network.
ergmclust

Model-Based Clustering of Large Networks Through ERGMs.
ergmclust.ICL

Model Selection Based On Integrated Classification Likelihood.
grad_HMM_stat_dir_re

C++ function for updating the gradient function in a static binary directed network.
grad_HMM_stat_dir_oe_K1

C++ function for updating the gradient function in a static binary directed network.
rowsum_dir_Mat

C++ function for row-wise numeric calculation in a matrix for a static binary directed network.
hess_HMM_stat_dir_oe_re

C++ function for updating the Hessian matrix in a static binary directed network.
hess_HMM_stat_dir_oe_K1

C++ function for updating the Hessian matrix in a static binary directed network.
tradenet

International Trade Network Data in 1991.
ELBO_conv_HMM_stat_undir_K1

C++ function for updating the ELBO convergence function.