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Using a typical fivefold cross-validation, the HTS assays data is partitioned into five approximately equally sized mutually distinct subgroups such that a single subgroup representing 20% of the data is retained for testing only and is not used in any way for developing the model.
Table 2 Comparison of methods across five different datasets using fivefold cross validation Method GMean F1Score F0.5Score RandomOrder-10 51.14 36.84 46.44 DRABAL 61.05a 51.11a 64.51.14he HTS assays data is partitioned into five approximately equally sized mutually distinct subgroups such that a single subgroup representing 20% of the data is retained for testing only.
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