dils: Data-Informed Link Strength. Combine multiple-relationship networks into a single weighted network. Impute (fill-in) missing network links.

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Combine multiple-relationship networks into a single weighted network. The approach is similar to factor analysis in the that contribution from each constituent network varies so as to maximize the information gleaned from the multiple-relationship networks. This implementation uses Principal Component Analysis calculated using 'prcomp' with bootstrap subsampling. Missing links are imputed using the method of Chen et al. (2012).

Author
Stephen R. Haptonstahl
Date of publication
2013-11-25 21:23:02
Maintainer
Stephen R. Haptonstahl <srh@haptonstahl.org>
License
MIT + file LICENSE
Version
0.8.1

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Man pages

AdjacencyFromEdgelist
Convert an edgelist to an adjacency matrix
dils-package
Data-Informed Link Strength. Combine multiple-relationship...
EdgelistFill
Ensure an edgelist has all dyads and a column of weights.
EdgelistFromAdjacency
Convert an adjacency matrix to filled edgelist.
EdgelistFromIgraph
Convert an igraph to filled edgelist
GenerateDilsNetwork
Combine multiple networks into a single weighted network.
GetSampleFromDataFrame
Randomly select rows from a data.frame.
GetSampleFromDb
Sample from the rows of a (possibly large) database table...
GetSampleFromFile
Sample from the rows of a (possibly large) text file (NOT...
IgraphFromEdgelist
Convert an edgelist to an igraph
MeasureNetworkInformation
Measure how much a network informs a particular network...
MergeEdgelists
Combine edgelists into a single data.frame
RelationStrengthSimilarity
Calculate the RSS from one node to another.
RelativeNetworkInformation
Compare how much two networks inform a particular network...
RssCell
Calculate the RSS from one node to another.
RssSuggestedNetwork
Suggest a network with imputed links
RssThisRadius
Calculate part of the RSS from one node to another.
ScalablePCA
Perform Principal Component Analysis on a large data set

Files in this package

dils
dils/inst
dils/inst/CITATION
dils/inst/tests
dils/inst/tests/test_ScalablePCA.R
dils/inst/tests/test_GetSampleFromDataFrame.R
dils/tests
dils/tests/run-all.R
dils/src
dils/src/rss_cpp_matrix.h
dils/src/Makevars
dils/src/rss_cpp_matrix.cpp
dils/src/Makevars.win
dils/NAMESPACE
dils/R
dils/R/EdgelistFromAdjacency.R
dils/R/GetSampleFromFile.R
dils/R/GetSampleFromDb.R
dils/R/RssCell.R
dils/R/IgraphFromEdgelist.R
dils/R/MergeEdgelists.R
dils/R/GenerateDilsNetwork.R
dils/R/RssSuggestedNetwork.R
dils/R/GetSampleFromDataFrame.R
dils/R/AdjacencyFromEdgelist.R
dils/R/RssThisRadius.R
dils/R/RelationStrengthSimilarity.R
dils/R/EdgelistFromIgraph.R
dils/R/RelativeNetworkInformation.R
dils/R/EdgelistFill.R
dils/R/MeasureNetworkInformation.R
dils/R/ScalablePCA.R
dils/MD5
dils/DESCRIPTION
dils/man
dils/man/MeasureNetworkInformation.Rd
dils/man/EdgelistFromIgraph.Rd
dils/man/IgraphFromEdgelist.Rd
dils/man/ScalablePCA.Rd
dils/man/MergeEdgelists.Rd
dils/man/GenerateDilsNetwork.Rd
dils/man/RelationStrengthSimilarity.Rd
dils/man/RssSuggestedNetwork.Rd
dils/man/EdgelistFill.Rd
dils/man/GetSampleFromDb.Rd
dils/man/RssThisRadius.Rd
dils/man/RssCell.Rd
dils/man/RelativeNetworkInformation.Rd
dils/man/GetSampleFromFile.Rd
dils/man/EdgelistFromAdjacency.Rd
dils/man/AdjacencyFromEdgelist.Rd
dils/man/GetSampleFromDataFrame.Rd
dils/man/dils-package.Rd
dils/LICENSE