Package: FusionLearn 0.2.1

FusionLearn: Fusion Learning

The fusion learning method uses a model selection algorithm to learn from multiple data sets across different experimental platforms through group penalization. The responses of interest may include a mix of discrete and continuous variables. The responses may share the same set of predictors, however, the models and parameters differ across different platforms. Integrating information from different data sets can enhance the power of model selection. Package is based on Xin Gao, Raymond J. Carroll (2017) <arxiv:1610.00667v1>.

Authors:Xin Gao, Yuan Zhong, and Raymond J. Carroll

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FusionLearn.pdf |FusionLearn.html
FusionLearn/json (API)

# Install 'FusionLearn' in R:
install.packages('FusionLearn', repos = c('https://hermitz9.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.00 score 6 scripts 162 downloads 6 exports 0 dependencies

Last updated 3 years agofrom:0eb081d000. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 01 2024
R-4.5-winOKNov 01 2024
R-4.5-linuxOKNov 01 2024
R-4.4-winOKNov 01 2024
R-4.4-macOKNov 01 2024
R-4.3-winOKNov 01 2024
R-4.3-macOKNov 01 2024

Exports:fusionbasefusionbase.fitfusionbinaryfusionbinary.fitfusionmixedfusionmixed.fit

Dependencies:

Fusion Learning Vignette

Rendered fromFusionLearn.Rmdusingknitr::rmarkdownon Nov 01 2024.

Last update: 2022-04-24
Started: 2019-03-09

Readme and manuals

Help Manual

Help pageTopics
Fusion LearningFusionLearn
Fusion learning method for continuous responsesfusionbase fusionbase.fit
Fusion learning algorithm for binary responsesfusionbinary fusionbinary.fit
Fusion learning algorithm for mixed datafusionmixed fusionmixed.fit
Mock Gene Datamockgene1 mockgene2
Finance DatastockindexDJI stockindexGSPC stockindexVIX validDJI validGSPC validVIX