Research Article

Semisupervised Learning Based Disease-Symptom and Symptom-Therapeutic Substance Relation Extraction from Biomedical Literature

Table 6

The results obtained with Co-Training on the symptom-therapeutic substance test set.

CombinationViewAUC

Feature kernel and graph kernelFeature kernel78.0093.9885.2588.41
Graph kernel71.5198.8082.9786.44
Combination77.4595.1885.4089.10

Feature kernel and tree kernelFeature kernel78.7293.5785.5188.51
Tree kernel67.1397.5979.5481.75
Combination77.5196.7985.6688.61

Graph kernel and tree kernelGraph kernel74.1495.5883.5187.71
Tree kernel67.8294.7879.0680.14
Combination71.0597.5982.2386.24