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Each type of parameter training is performed three times using 2/3 of the un-annotated data set as training set and the remaining 1/3 of the data set for performance evaluation, i.e. we perform three cross-evaluation experiments for each model.
In addition, SMiLE contains initial work on an appropriate tool set for performance optimization.
In this study, 10-fold cross-validation process is employed to generate training set and testing set for performance evaluation of the proposed algorithms.
As a representative TF set for performance analysis, we selected the 70 TFs with known DNA binding motifs in TRANSFAC [3] that were predicted by ARACNe to be positive regulators of at least thirty targets, thus allowing appropriate statistical power for enrichment analysis.
In the split-sample procedure, the sample dataset is randomly split into two subsets: a training set for model building and a test set for performance assessment.
The role of feedback in learning is crucial to deliberate practice, as are the criteria set for performance (Ericsson 2004; Zimmerman 2006).
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The lottery is set for each performance except for the Sept. 12 performance, which is the official gala opening night.
At each performance test, each monkey completed 13 sessions, the final 10 constituting the data set for that performance test.
Mr. Rippe, of Prudential, asserted that the stage was set for better performance.
The testing set for the performance of our method was selected as follows.
Additional parameters can be set for the Performance Metrics analysis and the optional merge step, discussed below.
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CEO of Professional Science Editing for Scientists @ prosciediting.com