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In general, the error for the validating data set tends to decrease as the training takes place up to the point that overfitting begins.
It was difficult to divide the patients to developing and validating data set due to the small sample size of patients with MRSA infection (n = 30) in this study.
Here, we provide a novel procedure and validating data set that allows researchers to study and manipulate components of behavior such as attention, motivation, impulsivity, and reward-related working memory during an ongoing operant behavioral task while limiting interference from non task-related behaviors.
The data are split into two sets: a training data set and a validating data set.
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We have undertaken a detailed analysis of FGF target genes which has generated a robust, well validated data set.
Table S2 thus represents the most comprehensive validated data set of effectors of peroxisome biogenesis across the high throughput studies related to peroxisomal function published to date.
Recent relatively high throughput transgenic mice assay based studies generated the genome-wide experimentally validated data set for hundreds of human enhancers.
In the following we first give a brief description of the model of MSC organisation in vitro introduced by Krinner et al. [ 14] and provide the experimentally validated data set used throughout this study.
In the case of training data set, the coefficient of determination (R) and absolute average deviation (AAD) were 1 and 0.002844, respectively, whereas for the testing data set, R2 was 0.994122 and AAD was 1.289405 (Table 4) and for validating data sets R2 and AAD were, 0.99998696 and 1.377, respectively (Table 5).
In the case of training data set, the coefficient of determination (R) and absolute average deviation (AAD) were 1 and 0.1%, respectively, whereas for the testing data set, R2 was 1 and AAD was 0.231% (Table 4) and for validating data sets R2 and AAD were 0.989 and 0.059%, respectively (Table 5).
We next asked if the essential genes in our gene set are more likely to be involved in a protein complex, using an experimentally validated data set of human protein complexes from the CORUM database (Ruepp et al., 2010).
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