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This model is derived from the training dataset.
If substructure S is in the reference substructure set derived from the training set, continue 3.
Numerous positive benefits derived from the training are described by means of case studies.
Their reduction potentials were predicted from computed EAs using the linear correlation derived from the training set.
A set of tuples is created by discretization and fuzzification of continuous feature vectors derived from the training data.
Other statistical parameters derived from the training and validation data also supported the robustness of the model.
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The internal representations (128-dimensional vectors) generated at the output of the second hidden layer of the RNN were also correctly classified, based on their distances from the centres of the clusters derived from the trained CNN RNN respective internal representations.
Specifically, this analysis is performed by utilizing the set of growth-associated genes derived from the train-set to build the models of the test-set, where the correlation between measured and predicted proliferation rates is then evaluated.
This list of miRNAs was then directly compared with candidates derived from the TPCH (training) dataset to select those miRNAs within regions of aberration consistent in the training set and at least one test set.
First, we present and discuss training and validation errors obtained from the 192 GRN models derived from the 24 training data sets generated from 3 synthetic 5-gene GRN systems.
Pathway activity scores for the modules derived from the large training set were then evaluated in each of these test cohorts using the same metric as used in the training set and subsequently merged together.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com