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For the TIMIT dataset, MFCC also represents a good performance on the testing conditions.
On the contrary, GRUs trained and converged faster and showed slightly better performance on the testing dataset.
Consequently, after noticing the best settings for the hyperparameters, we trained the models on a merged set of the training and the development sets and reported the performance on the testing set.
Our final model, based on a combination of convolutional and stateful recurrent neural networks with attention-like loops and hybrid word- and character-level embeddings, reaches near human-level performance on the testing dataset with no manually asserted rules.
Presenting imbalanced data to a classifier will produce undesirable results such as a much lower performance on the testing that on the training data.
However, if compared to the validation results where the histone modification information is not used (see Table 3), the performance on the testing data is not unexpected.
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It would be far more instructive to look at student performance on the tests over four or five years, one testing expert said.
Statistical analysis was performed using a Hierarchical Linear Model to determine which factors explain student performance on the test.
"I am very concerned about performance on the test.
When that question was left out, there was no decrease in performance on the test.
It means those students had a good year last year in terms of their performance on the test".
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com