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FastKM (version 1.1)

A Fast Multiple-Kernel Method Based on a Low-Rank Approximation

Description

A computationally efficient and statistically rigorous fast Kernel Machine method for multi-kernel analysis. The approach is based on a low-rank approximation to the nuisance effect kernel matrices. The algorithm is applicable to continuous, binary, and survival traits and is implemented using the existing single-kernel analysis software 'SKAT' and 'coxKM'. 'coxKM' can be obtained from .

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Version

Install

install.packages('FastKM')

Monthly Downloads

164

Version

1.1

License

GPL-2

Last Published

June 7th, 2022

Functions in FastKM (1.1)

geno

Create a geno Object.
FastKM-package

A Fast Multiple-Kernel Method Based on a Low-Rank Approximation
KITdesign

A Fast Multiple-Kernel Method Based on a Low-Rank Approximation with Design Matrix Inputs
nongeno

Create a nongeno Object
KITkernel

A Fast Multiple-Kernel Method Based on a Low-Rank Approximation with Kernel Inputs.
geno-class

Class "geno"
nongeno-class

Class "nongeno"