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28 March 2024
 
  » arxiv » physics/0206031

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Process Pathway Inference via Time Series Analysis
Chris Wiggins ; Ilya Nemenman ;
Date 12 Jun 2002
Journal Experim. Mech., 43(3), 2003
Subject Biological Physics; Data Analysis, Statistics and Probability; Genomics; Quantitative Methods | physics.bio-ph physics.data-an q-bio.GN q-bio.QM
AbstractMotivated by recent experimental developments in functional genomics, we construct and test a numerical technique for inferring it process pathways, in which one process calls another process, from time series data. We validate using a case in which data are readily available and formulate an extension, appropriate for genetic regulatory networks, which exploits Bayesian inference and in which the present--day undersampling is compensated for by prior understanding of genetic regulation.
Source arXiv, physics/0206031
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