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. 2017 Mar 24;2017:bax017. doi: 10.1093/database/bax017

Table 3.

Classification results obtained over the GXD-caption dataset using different set of features

Classifiers Precision Recall F-measure Accuracy Utility-10 Utility-20
NB_AB 0.874 (0.023) 0.656 (0.027) 0.749 (0.022) 0.783 (0.017) 0.866 (0.024) 0.872 (0.023)
RF_AB 0.779 (0.016) 0.768 (0.024) 0.773 (0.017) 0.802 (0.015) 0.765 (0.018) 0.776 (0.017)
NB_CAP 0.831 (0.018) 0.766 (0.024) 0.797 (0.019) 0.808 (0.017) 0.820 (0.019) 0.828 (0.018)
RF_CAP 0.855 (0.019) 0.758 (0.017) 0.804 (0.015) 0.817 (0.014) 0.846 (0.021) 0.853 (0.020)
NB_AB&CAP 0.877 (0.018) 0.816 (0.018) 0.846 (0.014) 0.853 (0.013) 0.870 (0.019) 0.876 (0.018)
RF_AB&CAP 0.876 (0.019) 0.829 (0.015) 0.852 (0.013) 0.858 (0.012) 0.869 (0.020) 0.875 (0.019)

AB indicates using features from titles/abstracts only. CAP indicates using features from captions alone. AB_CAP indicates using features from both captions and titles/abstracts.