Package: influential 2.2.9.9000

influential: Identification and Classification of the Most Influential Nodes

Contains functions for the classification and ranking of top candidate features, reconstruction of networks from adjacency matrices and data frames, analysis of the topology of the network and calculation of centrality measures, and identification of the most influential nodes. Also, a function is provided for running SIRIR model, which is the combination of leave-one-out cross validation technique and the conventional SIR model, on a network to unsupervisedly rank the true influence of vertices. Additionally, some functions have been provided for the assessment of dependence and correlation of two network centrality measures as well as the conditional probability of deviation from their corresponding means in opposite direction. Fred Viole and David Nawrocki (2013, ISBN:1490523995). Csardi G, Nepusz T (2006). "The igraph software package for complex network research." InterJournal, Complex Systems, 1695. Adopted algorithms and sources are referenced in function document.

Authors:Abbas Salavaty [aut, cre], Mirana Ramialison [ths], Peter D. Currie [ths]

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NEWS

# Install 'influential' in R:
install.packages('influential', repos = c('https://asalavaty.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/asalavaty/influential/issues

Datasets:

On CRAN:

centrality-measuresclassification-modelinfluence-rankingnetwork-analysispriaritization-model

6.57 score 26 stars 41 scripts 457 downloads 27 exports 52 dependencies

Last updated 2 months agofrom:3a135955e4. Checks:OK: 1 WARNING: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 06 2024
R-4.5-winWARNINGNov 06 2024
R-4.5-linuxWARNINGNov 06 2024
R-4.4-winWARNINGNov 06 2024
R-4.4-macWARNINGNov 06 2024
R-4.3-winWARNINGNov 06 2024
R-4.3-macWARNINGNov 06 2024

Exports:betweennesscent_network.visclusterRankcollective.influencecomp_manipulatecond.prob.analysisdegreediff_data.assemblydouble.cent.assessdouble.cent.assess.noRegressionexirexir.visfcorgraph_from_adjacency_matrixgraph_from_data_framegraph_from_incidence_matrixh_indexhubness.scoreiviivi.from.indiceslh_indexneighborhood.connectivityrunShinyAppsif2igraphsirirspreading.scoreV

Dependencies:BiocManagerclicodetoolscolorspacecoopcpp11data.tabledoParalleldplyrfansifarverforeachgenericsggplot2gluegtablehmsigraphisobanditeratorsjanitorlabelinglatticelifecyclelubridatemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigpurrrR6rangerRColorBrewerRcppRcppEigenrlangscalessnakecasestringistringrtibbletidyrtidyselecttimechangeutf8vctrsviridisLitewithr

Introduction to influential

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Last update: 2023-12-01
Started: 2020-01-16