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A fuller comparison between bagging and boosting at the phoneme level will be given in Section 7, where the number of Gaussian units per state and the number of experts will be independently tuned on the hold-out set and evaluated on a separate test set.
The values of the width σ of the kernel, and of the regularization constant (see appendix), were determined by cross-validation (CV), and the performance of the selected models were subsequently assessed on a separate test set, consisting of 20% of the available dataset.
Error rates for clustered data analyzed with URF should properly be estimated on a separate test dataset.
For prokaryotic genomes, model performance was also tested on a separate test set.
The best random forest classifier achieved 80.00% overall accuracy with 73.08% sensitivity and 80.63% specificity on a separate test dataset.
A comparison was performed using 10-fold cross-validation, as well as on a separate test set consisting of the 639 excluded instances.
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First, a mathematical model of the bridge was derived; also, a model of the MR damper was verified through a separate test on its performance.
Get tested for food allergies as well as environmental allergens; this may or may not be a separate test depending on the doctor you visit.
One hypothetical strategy would be to test each tumor sequentially, starting with the largest tumor and working towards the smallest until a mutation is found; however, this would require strong coordination between the surgical pathologist and molecular pathologist and would not be the most timely or cost-effective strategy, given that each tumor would be tested on a separate run.
It should be noted that the identity of the nasal (/n/ or /m/) can be identified with high levels of confidence some 100 130 ms after stimulus onset –this is based on a separate gating test of the material.
If the repeated-measures ANOVA indicated a significant interaction, one-way ANOVAs were performed on the separate test times, followed by Student-Newman-Keuls (SNK) posthoc tests for pairwise comparisons.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com