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Fig 1.

Relationship between population, sample and synthetic data [10].

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Fig 1 Expand

Fig 2.

The GSDOT data generation mechanism when positive class samples are generated.

The process is repeated for the negative class.

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Fig 2 Expand

Table 1.

Description of the datasets.

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Table 1 Expand

Fig 3.

Visualization of the experimental procedure.

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Fig 3 Expand

Table 2.

Results for mean cross validation scores of all methods.

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Table 2 Expand

Table 3.

Results for percentage difference between GSDOT and NONE.

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Table 3 Expand

Table 4.

Results for mean rankings of all methods.

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Table 4 Expand

Table 5.

Results for Friedman test.

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Table 5 Expand

Table 6.

The p-values of the Holm’s test.

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Table 6 Expand