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We can add examples from the dataset, in order of similarity to the target audio which will weaken the initial constraint on which parts of the speech manifold can be traversed.
In this study, we used the four methods (P, A, C and S) to rank the 7,549 probe sets of the same dataset in order of the significance of their expression profile (as defined by each method (see Materials and Methods - "Pattern Detection Methods").
KEGG dataset in order of average gene abundance.
KEGG dataset in order of the ratio of gene abundance, high:low emitters.
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Proper pre-processing was applied to the expression values of the dataset in order to address the issues of noise and missing values.
We simulated datasets with the same number of sessions and recorded cells per session as the experimental dataset in order to obtain measures of peer prediction performance expected under each hypothesis (see 'Materials and methods').
Loayza et al. (2009) applied a dynamic Generalized Method of Moments (GMM) estimator to a 1961 2005 cross country panel dataset in order to estimate the effects of several types of natural disasters on economic growth in different sectors of the economy.
The values of PPV were estimated for 18 testing dataset in order to evaluate the accuracy of the prediction and performance of the developed models.
The basic idea is to randomly sample and obtain a small subset of the dataset in order to approximate the cluster centres of the full dataset.
We regularly integrated the manual GO curation provided by TAIR into our dataset in order to minimize redundancy of effort between institutes.
The model was tested with a so-called 'test dataset' consisting of those strains that were not present in the eleventh training dataset, in order to prevent overfitting of the model.
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