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We discovered that gene signatures extracted from the multiple training datasets, such as ITI, performed better and showed greater overlap with our gene signature, that is, 21%.
This was demonstrated by the IPRE algorithm as we incorporated multiple training datasets with a very large number of samples across multiple microarray platforms.
> -wrap-foot> We used the attributes and multiple training datasets to score PPI from Drosophila and human as described in Figure 1 (see Section 2).
For the interactions in DroID, we used a variation of this scoring system in which we combine multiple training datasets to reduce the potential bias of any single training set (Yu, submitted).
Through a validation dataset and multiple training datasets, the compact of the number of negative samples in training dataset on the performance of current method is achieved, which are given in Figure 2. As shown in this figure, the performance of enDNA-Prot increases to a maximum value as the value of n increases from 250 to 1100 and then tends to be steady when n is larger than 1100.
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In Table2, we can observe that the single NN (1 NN) configuration was better than the multiple NNs (24 NNs) configuration for the '1u' and '5u' training datasets.
Because of the large size of the training datasets, linear kernel is chosen for classification in the multiple one-vs.-all SVM classifiers.
A total of 273 microarray datasets from multiple platforms including Affymetrix, Agilent and Illumina were merged across platforms as training datasets to uncover the predictive cancer signatures (Additional file 1: SI Materials and Methods).
Multiple-point statistics (MPS) has been used to generate facies, fracture and porosity distributions based on pattern statistics derived from training datasets.
LUR models appeared to perform well in the training datasets.
Training datasets are given to the GA, and the reproduction or selection operator selects above-average strings among others and insert their multiple copies in the mating pool based on a probabilistic procedure.
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multiple training systems
multiple training crashes
multiple training algorithms
multiple training partners
multiple training samples
multiple training models
multiple training levels
multiple training centers
multiple training methods
multiple training techniques
multiple training aids
multiple training paradigms
multiple training sites
multiple training trials
multiple training sessions
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