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priorityelasticnet  

Comprehensive Analysis of Multi-Omics Data Using an Offset-Based Method
View on CRAN: Click here


Download and install priorityelasticnet package within the R console
Install from CRAN:
install.packages("priorityelasticnet")

Install from Github:
library("remotes")
install_github("cran/priorityelasticnet")

Install by package version:
library("remotes")
install_version("priorityelasticnet", "0.2.0")



Attach the package and use:
library("priorityelasticnet")
Maintained by
Laila Qadir Musib
[Scholar Profile | Author Map]
First Published: 2025-01-13
Latest Update: 2025-01-19
Description:
Priority-ElasticNet extends the Priority-LASSO method (Klau et al. (2018) <doi:10.1186/s12859-018-2344-6>) by incorporating the ElasticNet penalty, allowing for both L1 and L2 regularization. This approach fits successive ElasticNet models for several blocks of (omics) data with different priorities, using the predicted values from each block as an offset for the subsequent block. It also offers robust options to handle block-wise missingness in multi-omics data, improving the flexibility and applicability of the model in the presence of incomplete datasets.
How to cite:
Laila Qadir Musib (2025). priorityelasticnet: Comprehensive Analysis of Multi-Omics Data Using an Offset-Based Method. R package version 0.2.0, https://cran.r-project.org/web/packages/priorityelasticnet. Accessed 17 Feb. 2025.
Previous versions and publish date:
0.1.0 (2025-01-13 18:30)
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Complete documentation for priorityelasticnet
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