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

Table 4

The classification model size 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
Size				4037	9671
Rank	1	3	2	4	5
derisi
Size	15.300 ± 0.907		19.333 ± 1.661	3520	7807
Rank	2	1	3	4	5
eisen
Size				2995	6311
Rank	1	3	2	4	5
expr
Size				4711	10262
Rank	1	2	3	4	5
gasch1
Size				4761	10447
Rank	1	2	3	4	5
pheno
Size				777	1238
Rank	1	2	3	4	5
seq
Size				4923	10443
Rank	1	2	3	4	5
spo
Size				3623	8527
Rank	2	1	3	4	5
GO
cellcycle
Size				19085	36260
Rank	1	2	3	4	5
derisi
Size				16693	31175
Rank	2	1	3	4	5
eisen
Size				14384	24844
Rank	1	3	2	4	5
expr
Size				20812	38313
Rank	1	2	3	4	5
gasch1
Size				20070	37838
Rank	1	2	3	4	5
pheno
Size				5691	6213
Rank	1	2	3	4	5
seq
Size				21703	38969
Rank	2	1	3	4	5
spo
Size				15552	35400
Rank	2	1	3	4	5
A. rank	1.31	1.88	2.81	4	5