Research Article

Semi-Supervised Predictive Clustering Trees for (Hierarchical) Multi-Label Classification

Table 4

values of the Wilcoxon signed-rank test.

MethodsNumber of labeled examples
50100200350500

Multi-label classification
SL-PCTvs.SSL-PCT0.0120.0080.0080.117 0.071
SL-PCTvs.SSL-PCT-FR0.0080.0080.0230.0120.008
SSL-PCTvs.SSL-PCT-FR0.969 0.666 0.556 0.078 0.182
CLUS-RFvs.SSL-RF0.209 0.126 0.078 0.092 0.182
CLUS-RFvs.SSL-RF-FR0.17 0.117 0.0130.638 0.695
SSL-RFvs.SSL-RF-FR0.937 0.209 0.754 0.327 0.388

Hierarchical multi-label classification
SL-PCTvs.SSL-PCT0.937 0.147 0.0340.0250.008
SL-PCTvs.SSL-PCT-FR1 0.158 0.0340.0250.01
SSL-PCTvs.SSL-PCT-FR0.388 0.136 0.0340.695 0.347
CLUS-RFvs.SSL-RF0.367 0.136 0.099 0.347 0.136
CLUS-RFvs.SSL-RF-FR1 0.347 0.136 0.0340.48
SSL-RFvs.SSL-RF-FR0.367 0.666 1 0.239 0.969