Sentence examples for cross validation trials from inspiring English sources

Genes high on this new list are consistently ranked highly over all cross validation trials and all choices of negative set, making them reliable in that they are robust to changes in the training set.

Although our method gave correct results in the cross validation trials in most cases, it is valuable to examine the cases where the query has no hit in the first layer and was passed to the lower layers, or where the output conflicts with the official EC classification (Table 4).

The average number of MBs per cross validation trial was 800.

With each cross validation trial, it will hide all associations between a given gene and diseases.

At each cross validation trial onefold PPIs were removed from the total PPI network and the rest of PPIs were used for the prioritization process.

With each cross validation trial, a single seed gene related to the query disease was removed and then each method evaluated on its success of identifying and ranking the removed seed gene.

With each cross validation trial, a single seed gene related to the query disease was removed and then each method is evaluated on its success of identifying and ranking the removed seed gene.

Ten thousand cross-validation trials yielded similar results for the training data (mean adjusted R 2 = .47) and more than acceptable results for the test data (mean R 2 = .26, t[98] = 5.83, p < .0001, d = 1.18).

Ten thousand cross-validation trials on random halves of the data yielded results for sixth-order polynomials on training data nearly comparable to those for the whole dataset (adjusted R 2 = .56), and the test results are almost as strong (unadjusted R 2 = .42, t[98] = 8.42, p < .0001, d = 1.7).

Positive (1000 PPIs from the MIPS[14] database of interactions) and negative training data sets (1000 randomly selected PPIs that are not in MIPS) are used in 1000 cross-validation trials to acquire the parameters that maximize the likelihood of a true interaction.

All cross-validation trials allowed for good minimization of the intermolecular NOE term.