articleBioinformaticsJun 22, 2011BRONZE OA

GeneNetWeaver: in silico benchmark generation and performance profiling of network inference methods

Broad Institute · École Polytechnique Fédérale de Lausanne

PubMed
Indexed incrossrefdatacitedoajpubmed

Abstract

MOTIVATION: Over the last decade, numerous methods have been developed for inference of regulatory networks from gene expression data. However, accurate and systematic evaluation of these methods is hampered by the difficulty of constructing adequate benchmarks and the lack of tools for a differentiated analysis of network predictions on such benchmarks. RESULTS: Here, we describe a novel and comprehensive method for in silico benchmark generation and performance profiling of network inference methods available to the community as an open-source software called GeneNetWeaver (GNW). In addition to the generation of detailed dynamical models of gene regulatory networks to be used as benchmarks, GNW provides a…

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579
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11.57
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100%
References
44
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Authors

3

Topics & keywords

Keywords
  • Inference
  • Computer science
  • Benchmark (surveying)
  • Data mining
  • Source code
  • Java
  • Profiling (computer programming)
  • Software
UN Sustainable Development Goals
  • Partnerships for the goals
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Funding