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Average F-Measure of PosOnly, PSEUDO-RANDOM, and SVMOnly classifiers on experimental data. The figure shows the interval plots with 95% confidence interval of PosOnly, PSEUDO-RANDOM, and SVMOnly F-Measure mean obtained on experimental data at different percentage of known positives. Both algorithms exhibit a progressively increment in performance when the number of known positive examples grows from P = 10% to P = 100% reaching an almost convergent value at P = 100%.
