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Table 2 Performance of the SVM classifier (accuracy/precision) on four testing scenarios.

From: IsoSVM – Distinguishing isoforms and paralogs on the protein level

Full-length-sequence (canonical testing dataset)
Accuracy Precision True Positives True Negatives False Positives False Negatives
99.63% 99.37% 1899 1889 12 2
Selected Xenopus EST data
Accuracy Precision True Positives True Negatives False Positives False Negatives
97.93% 99.23% 129 155 1 8
Homologous-regions-only
Accuracy Precision True Positives True Negatives False Positives False Negatives
98.98% 97.57% 2529 5455 63 19
ABC protein homologous-regions-only
Accuracy Precision True Positives True Negatives False Positives False Negatives
- 95.65% 110 - 5 -