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bioconductor-findips

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Influential Points Detection for Feature Rankings

Installation

To install this package, run one of the following:

Conda
$conda install bioconda::bioconductor-findips

Usage Tracking

1.6.0
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Downloads (Last 6 months): 0

Description

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.

About

Summary

Influential Points Detection for Feature Rankings

Last Updated

Mar 1, 2026 at 01:22

License

GPL-3

Supported Platforms

noarch