Sentence examples for equal number of instances from inspiring English sources

But for every case where mental hygiene films illustrate a time-tested truth, there are an equal number of instances where they deliberately confuse young people by presenting a hopelessly skewed vision of reality.

As Table 3 shows, the goodness of fit is high (~ 87%) indicating that the clusters are distinct, with an almost equal number of instances across all the four clusters.

To avoid the problems caused by imbalance in the training set (i.e. many more inactives than actives) for RFs, the balanced random forest algorithm [26] was applied: for each decision tree the majority class is down-sampled to yield an equal number of instances as the minority class.

Every training sub-sample has equal number of instances of each class.

The training data is partitioned into sub-samples with each sub-sample containing an equal number of instances from each class, except for last sub-sample (in some cases).

Resampling datasets in order to reach balanced distributions is a common practice that sometimes improves classification performance, as the model encounters an equal number of instances from each class, thereby producing a more appropriate discriminative function as opposed to a function obtained from skewed distributions.

Generate L t s by selecting unlabeled instances that C t has the highest classification confidence as positive label and select randomly equal number of negatively labeled instances from N t.

In order to investigate heterogeneity in triplet frequencies around coincident SNPs and dinucleotides, we analyzed the 200 bp either side of each of the coincident SNPs identified in our previous analysis (Hodgkinson et al. 2009), except for a few changes due to the random selection of Blast alignments, together with an equal number of randomly chosen instances of each dinucleotide.

Noise was introduced by randomly sampling and flipping the labels of a percentage of active instances onto inactive and vice versa equal number of randomly sampled inactive instances to active, in total five levels of noise were introduced in each activity dataset, ranging from 10 and up to 50%.

The test data associated with the results in Table 6 have equal number of positive and negative instances.

Accuracies range from 0.5 for instances in which all genotypic combinations contain an equal number of cases and controls to 1 for instances in which any genotypic combination contains either only cases or only controls.