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BMC Bioinformatics. 2007 Sep 27;8 Suppl 6:S5.

Inferring cellular networks--a review.

Author information

  • 1Max Planck Institute for Molecular Genetics, Ihnestrasse 63-73, 14195 Berlin, Germany. florian@genomics.princeton.edu

Abstract

In this review we give an overview of computational and statistical methods to reconstruct cellular networks. Although this area of research is vast and fast developing, we show that most currently used methods can be organized by a few key concepts. The first part of the review deals with conditional independence models including Gaussian graphical models and Bayesian networks. The second part discusses probabilistic and graph-based methods for data from experimental interventions and perturbations.

PMID:
17903286
[PubMed - indexed for MEDLINE]
PMCID:
PMC1995541
Free PMC Article

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