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. 2021 Jul 29;7:e641. doi: 10.7717/peerj-cs.641

Table 13. Performance evaluation of all measures when NF = the whole size (Reuters = 18,308, web-kb = 33,025 features) – the averaged results (K = 1–120; +2).

Dataset Reuters Web-KB
Similarity/criterion ACC PRE REC FM GM AMP ACC PRE REC FM GM AMP
Euclidean 0.882 0.895 0.779 0.821 0.870 0.706 0.760 0.773 0.712 0.714 0.808 0.604
Cosine 0.884 0.898 0.779 0.823 0.871 0.709 0.760 0.773 0.712 0.714 0.808 0.604
Ex-Jaccard 0.904 0.883 0.666 0.700 0.809 0.583 0.760 0.800 0.679 0.685 0.787 0.591
Manhattan 0.527 0.378 0.167 0.151 0.379 0.164 0.398 0.223 0.258 0.155 0.441 0.256
KLD 0.301 0.255 0.129 0.065 0.337 0.128 0.387 0.177 0.251 0.140 0.434 0.250
SMTP 0.905 0.894 0.688 0.733 0.821 0.617 0.804 0.851 0.718 0.730 0.816 0.644
BLAB-SM 0.902 0.848 0.659 0.708 0.803 0.590 0.814 0.865 0.723 0.731 0.820 0.656