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Gender Classification Algorithms

715 Words3 Pages

We now report the gender classification ability of the classification algorithms based on the various feature types. The performance of these systems was measured by a variety of metrics including accuracy, F-Measure, precision and recall. Accuracy is the percentage of instances predicted in the correct classes in a classification problem. However, in case of unbalanced classes accuracy can give spurious results, in such cases F-measure in classification is a better metric. F-Measure has been used in several previous studies in gender identification as an overall assessment of performance of a classifier because it takes into account both precision and recall. When measured by these metrics, each algorithm demonstrates its gender prediction …show more content…

BEM female 6.8 : 1.0 verb "to be", present tense, 1st person singular am

NN female 4.4 : 1.0 noun, singular, common failure burden court fire appointment awarding compensation Mayor interim committee fact effect airport management surveillance jail doctor intern extern night weekend duty legislation Tax Office ...

PPSS+HVD male 3.8 : 1.0 pronoun, personal, nominative, not 3rd person singular + verb "to have", past tense I 'd you 'd we 'd they 'd

NNS$ female 3.5 : 1.0 noun, plural, common, genitive taxpayers ' children 's members ' States ' women 's cutters ' motorists ' steelmakers ' hours ' Nations ' lawyers ' prisoners ' architects ' tourists ' Employers ' secretaries ' Rogues ' ...

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