Orderly Roulette Selection Based Ant Colony Algorithm for Hierarchical Multilabel Protein Function Prediction

Table 3

The AU() value obtained on the test set by each algorithm across all datasets used in our experiments.

Dataset		hmAntMiner-C	hmAntMiner	CLUS-HSC	CLUS-SC
FunCat
cellcycle
AU(PRC)				0.111	0.106
Rank	1	2	2	4	5
derisi
AU(PRC)				0.094	0.089
Rank	1	2	3	4	5
eisen
AU(PRC)				0.127	0.132
Rank	1	3	2	5	4
expr
AU(PRC)				0.127	0.123
Rank	1	3	2	4	5
gasch1
AU(PRC)				0.106	0.104
Rank	1	3	2	4	5
pheno
AU(PRC)				0.152	0.149
Rank	1	2	3	4	5
seq
AU(PRC)				0.091	0.095
Rank	2	3	1	5	4
spo
AU(PRC)				0.103	0.098
Rank	1	3	2	4	5
GO
cellcycle
AU(PRC)				0.371	0.252
Rank	3	1	4	2	5
derisi
AU(PRC)				0.349	0.218
Rank	3	1	4	2	5
eisen
AU(PRC)				0.365	0.270
Rank	2	1	3	4	5
expr
AU(PRC)				0.351	0.249
Rank	2	1	3	3	5
gasch1
AU(PRC)				0.351	0.239
Rank	2	1	3	4	5
pheno
AU(PRC)				0.416	0.316
Rank	3	1	4	2	5
seq
AU(PRC)				0.282	0.197
Rank	2	1	3	4	5
spo
AU(PRC)				0.371	0.213
Rank	3	1	3	2	5
A. rank	1.81	1.81	2.75	3.56	4.88