Building a continuous benchmarking ecosystem in bioinformatics.
other · Level V
Where this comes from
- Record sourced from PubMed, PMID 41231865.
- Also identified by DOI 10.1371/journal.pcbi.1013658 and PMC identifier 12614554.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
Benchmarking, which involves collecting reference datasets and demonstrating method performance, is a requirement for the development of new computational tools, but also becomes a domain of its own to achieve neutral comparisons of methods. Although a lot has been written about how to design and conduct benchmark studies, this Perspective sheds light on a wish list for a computational platform to orchestrate benchmark studies. We discuss various ideas for organizing reproducible software environments, formally defining benchmarks, orchestrating standardized workflows, and how they interface with computing infrastructure.
Medical subject headings
- Computational Biology
- Benchmarking