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Influence of network topology and data collection on network inference.
(Pac Symp Biocomput, 2003)
We recently developed an approach for testing the accuracy of network inference algorithms
by applying them to biologically realistic simulations with known network topology.
Here, we seek to determine the degree to which ...
Advances to Bayesian network inference for generating causal networks from observational biological data.
(Bioinformatics, 2004-12-12)
MOTIVATION: Network inference algorithms are powerful computational tools for identifying
putative causal interactions among variables from observational data. Bayesian network
inference algorithms hold particular promise ...
Evaluating functional network inference using simulations of complex biological systems.
(Bioinformatics, 2002)
MOTIVATION: Although many network inference algorithms have been presented in the
bioinformatics literature, no suitable approach has been formulated for evaluating
their effectiveness at recovering models of complex biological ...