findIPs (original) (raw)

This is the released version of findIPs; for the devel version, seefindIPs.

Influential Points Detection for Feature Rankings

Bioconductor version: Release (3.20)

Feature rankings can be distorted by a single case in the context of high-dimensional data. The cases exerts abnormal influence on feature rankings are called influential points (IPs). The package aims at detecting IPs based on case deletion and quantifies their effects by measuring the rank changes (DOI:10.48550/arXiv.2303.10516). The package applies a novel rank comparing measure using the adaptive weights that stress the top-ranked important features and adjust the weights to ranking properties.

Author: Shuo Wang [aut, cre] , Junyan Lu [aut]

Maintainer: Shuo Wang

Citation (from within R, enter citation("findIPs")):

Installation

To install this package, start R (version "4.4") and enter:

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("findIPs")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("findIPs")

Details

See More

Package Archives

Follow Installation instructions to use this package in your R session.