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The first optimal control assumes random inflows, the second assumes deterministic inflows simulated from the same distribution as the random inflows.
Thus, it should be a good estimate of the information that a kernel-based model has about that part of the feature space or, by probabilistic means, how likely it is that the sample x was drawn from the same distribution as the training set.
Noise peaks were generated from the same distribution as the discriminating peaks but with the means of the two disease groups being equal.
The logic of the test is that if the sample CDF is drawn (statistically) from the same distribution as the population CDF, then the CDFs will be close and thus do will be small.
Running speed on each lap was drawn from the same distribution as the prediction and shuffling analyses.
Since the classification process assumes that the data is drawn from the same distribution as the training data, presenting imbalanced data to the classifier will produce undesirable results.
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Using hierarchical models, the confounding effect of a binary unmeasured variable is modeled as arising from the same distribution as that of measured confounders.
In the absence of selection, the FST values from the 'risk' polymorphisms are expected to have the same distribution as the FST values from the neutral loci.
Sets random values for the elements of the vector by sampling from the same distribution as last picked in randobj.
Briefly, for each individual record, permute the "above" or "below" labels randomly from the same distribution as in the original data.
When S100A4 was immunoprecipitated from these normal cells and analyzed by 2D-PAGE the same distribution as described for S100A4 isolated from cancer cells was observed (Fig. 1D).
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