A simple framework to facilitate the comparison of pipelines involving various steps and parameters. The `pipelineDefinition` class represents pipelines as, minimally, a set of functions consecutively executed on the output of the previous one, and optionally accompanied by step-wise evaluation and aggregation functions. Given such an object, a set of alternative parameters/methods, and benchmark datasets, the `runPipeline` function then proceeds through all combinations arguments, avoiding recomputing the same step twice and compiling evaluations on the fly to avoid storing potentially large intermediate data.
Package details |
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Bioconductor views | Clustering DataRepresentation GeneExpression Transcriptomics |
Maintainer | |
License | GPL |
Version | 1.5.0 |
URL | https://doi.org/10.1186/s13059-020-02136-7 |
Package repository | View on GitHub |
Installation |
Install the latest version of this package by entering the following in R:
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