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Description
  • We propose a technique for semi-automatic construction of gene expression data analysis workflows by grammar-like inference based on predefined workflow templates. The templates represent routinely used sequences of procedures such as normalization, data transformation, classifier learning, etc. Variations of such workflows (such as different instantiations to specific algorithms) may entail significant variance in the quality of the analysis results and our formalism enables to automatically explore such variations. Adhering to proven templates helps preserve the sanity of explored workflows and prevents the combinatorial explosion encountered by fully automatic workflow planners. Here we propose the basic principles of template-based workflow construction and demonstrate their working in the publicly available tool XGENE.ORG for multiplatform gene expression analysis.
  • We propose a technique for semi-automatic construction of gene expression data analysis workflows by grammar-like inference based on predefined workflow templates. The templates represent routinely used sequences of procedures such as normalization, data transformation, classifier learning, etc. Variations of such workflows (such as different instantiations to specific algorithms) may entail significant variance in the quality of the analysis results and our formalism enables to automatically explore such variations. Adhering to proven templates helps preserve the sanity of explored workflows and prevents the combinatorial explosion encountered by fully automatic workflow planners. Here we propose the basic principles of template-based workflow construction and demonstrate their working in the publicly available tool XGENE.ORG for multiplatform gene expression analysis. (en)
Title
  • Template-Based Semi-Automatic Workflow Construction For Gene Expression Data Mining
  • Template-Based Semi-Automatic Workflow Construction For Gene Expression Data Mining (en)
skos:prefLabel
  • Template-Based Semi-Automatic Workflow Construction For Gene Expression Data Mining
  • Template-Based Semi-Automatic Workflow Construction For Gene Expression Data Mining (en)
skos:notation
  • RIV/68407700:21230/11:00189911!RIV12-MSM-21230___
http://linked.open...avai/predkladatel
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GA201/09/1665), P(MEB111005)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 234618
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21230/11:00189911
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Workflow Generation; Data Mining (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [8F7E26DAA2D9]
http://linked.open...v/mistoKonaniAkce
  • Bristol
http://linked.open...i/riv/mistoVydani
  • Piscataway
http://linked.open...i/riv/nazevZdroje
  • Proceedings of the 24th International Symposium on Computer-Based Medical Systems
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Bělohradský, Jiří
  • Garino, C. G.
  • Holec, Matěj
  • Monge, D.
  • Železný, Filip
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
number of pages
http://purl.org/ne...btex#hasPublisher
  • Institute of Electrical and Electronic Engineers
https://schema.org/isbn
  • 978-1-4577-1190-9
http://localhost/t...ganizacniJednotka
  • 21230
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