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Notice that the relevant covariates were selected much more frequently (selection frequency generally ranging from about 79%to100%0%) than the irrelevant ones.
Marxan was run 1000 times to produce two outputs, a "best solution", which is the run that best achieved the objectives, and "selection frequency" a measurement of how frequently an area/planning unit was selected across all 1000 runs.
In fact, 1000 bootstrap samples resulted in 1000 sets of the selected variables and therefore, the variable relevance to the final model is evaluated by the so-called selection frequency, which indicates the percentage of times a variable is selected in the model.
The selection frequency is the number of times a particular planning unit was selected across all 1000 runs and is used as an indication of conservation importance.
(d) Record retained genes in the final set of S b. 2. After B iterations, compute the cumulative selection frequency for each gene, F = (F1, F2,..., F P ). 3. Select p genes with the highest selection frequencies.
Spatial prioritization significantly decreases the selection time of high-frequency items if the variations in selection frequency are small; however, if the selection frequency distribution changes greatly, then the mean selection time rapidly deteriorates.
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The climate indices that affect the monthly precipitation in South Korea were identified based on the selection frequencies of the selected indices at all stations.
Model selection frequencies for the most frequently selected models were uniformly low (ranging from 24.0% to 3.6%).
Voxels are ranked according to their selection frequencies in a descending order.
It is also advisable to study the variable selection frequencies for different data splits and test data sizes.
Other areas with high selection frequencies overlapped with benthic classes that had targets of 30%.
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