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The trained network was validated with the help of fresh laboratory observations.
In addition, the predictive capability of the optimized network was validated using the testing data points (not considered in the training stage).
Because the inferred network was validated against the KEGG pathway, non-directional gene relationships are denoted with lines instead of arrows.
The credibility of the regulatory relationships in the network was validated by random permutation procedures and supported by authoritative experimental evidence-based databases.
The updated genome-scale iMM904 metabolic network was validated by comparing in silico single-gene deletion predictions to in vivo results from a previous study used to analyze another S. cerevisiae metabolic model, iLL672 [ 3].
Our network was validated statistically by first inferring a number of networks from different bootstrap dataset, and then (a) assessing the agreement between these bootstrap networks and the original network (stability) and (b) using the regression models from the bootstrap networks to predict expression values in the hold-out sets (predictive power).
Similar(54)
The effectiveness of the network is validated through stimulation.
The RRBF network is validated on a dynamic monitoring problem by analyzing strongly varying sensors signals.
Fundamental properties of the lattice network are validated for potential flow through homogeneous media.
When the network is validated, a multi-objective genetic algorithm is applied to obtain the Pareto optimal solutions.
The classification performance of the proposed neurofuzzy network is validated on the Fisher's Iris data, which is a well-known benchmark data set.
More suggestions(15)
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online was validated
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