Cost sensitive hierarchical document classification to triage PubMed abstracts for manual curation

BMC Bioinformatics

Table 3 Hierarchical SVM classifier performance on Diabetes training dataset for Level 3 predictions.

Level 3 category	Curatable abstracts	AUC individual category (SVM)	Category prediction accuracy (%)(MLP)
GAD	148	.966	87.2
HSP	19	.997	89.5
IA2	26	.987	80.8
IGRP	16	.995	75.0
INSULIN	126	.964	87.3
OTH	79	.823	53.2
VAR	29	.695	13.8
Total	443		75.6

The AUC and category prediction accuracy values are entered for each Diabetes Level 3 category.

ISSN: 1471-2105