Package: influential
Type: Package
Title: Identification and Classification of the Most Influential Nodes
Language: en-US
Version: 2.3.1
Authors@R: 
    c(
      person("Adrian", "Salavaty",
       role = c("aut", "cre"),
       email = "abbas.salavaty@gmail.com",
       comment = c(ORCID = "0000-0001-9320-5889")),
      person("Mirana", "Ramialison", role = "ths"),
      person(c("Peter", "D."), "Currie", role = "ths")
    )
Description: Provides functions for the identification, classification, and
    ranking of influential nodes and candidate features from network and omics
    data. The package implements the Integrated Value of Influence (IVI) for
    integrative network centrality analysis, the SIR-based Influence Ranking
    (SIRIR) model for unsupervised influence ranking, and the Experimental
    data-based Integrative Ranking (ExIR) model for prioritizing candidate
    driver, biomarker, and mediator features from experimental omics data.
    Functions are provided for network reconstruction from adjacency matrices
    and data frames, topological analysis, centrality calculation, assessment
    of associations between centrality measures, and conditional probability
    analysis. ExIR supports bulk and single-cell omics data, including matrices,
    sparse matrices, data frames, tibbles, and Seurat objects.
Imports: igraph, irlba, edgeR, cli, Matrix, SeuratObject, tibble,
        janitor, ranger, foreach, doParallel, ggplot2, Rcpp
LinkingTo: Rcpp
Suggests: Hmisc (>= 4.3-0), mgcv (>= 1.8-31), nortest (>= 1.0-4), NNS
        (>= 0.4.7.1), BiocManager, readr, shiny, shinythemes,
        shinyWidgets, shinyjs, shinycssloaders, colourpicker, magrittr,
        DT, knitr, rmarkdown
Depends: R (>= 4.0.0)
Additional_repositories: https://bioconductor.org/packages/release/bioc
URL: https://github.com/asalavaty/influential,
        https://asalavaty.github.io/influential/
BugReports: https://github.com/asalavaty/influential/issues
License: GPL-3
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.3
VignetteBuilder: knitr
NeedsCompilation: yes
Packaged: 2026-05-28 07:54:42 UTC; salavatyadrian
Author: Adrian Salavaty [aut, cre] (ORCID:
    <https://orcid.org/0000-0001-9320-5889>),
  Mirana Ramialison [ths],
  Peter D. Currie [ths]
Maintainer: Adrian Salavaty <abbas.salavaty@gmail.com>
Repository: CRAN
Date/Publication: 2026-05-28 13:20:02 UTC
Built: R 4.7.0; x86_64-w64-mingw32; 2026-07-10 04:34:12 UTC; windows
Archs: x64
