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nlnet (version 1.4)

Nonlinear Network, Clustering, and Variable Selection Based on DCOL

Description

It includes four methods: DCOL-based K-profiles clustering, non-linear network reconstruction, non-linear hierarchical clustering, and variable selection for generalized additive model. References: Tianwei Yu (2018); Haodong Liu and others (2016); Kai Wang and others (2015); Tianwei Yu and others (2010).

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Version

Install

install.packages('nlnet')

Monthly Downloads

111

Version

1.4

License

GPL (>= 2)

Maintainer

Tianwei Yu

Last Published

October 19th, 2020

Functions in nlnet (1.4)

nlnet

Non-Linear Network reconstruction from expression matrix
nlhc

Non-Linear Hierarchical Clustering
data.gen

Simulated Data Generation
KPC

implementation of K-Profiles Clustering
nvsd

Nonlinear Variable Selection based on DCOL
stage.forward

Nonlinear Forward stagewise regression using DCOL