Capped -Norm Proximal Support Vector Machine

Table 7

Classification ranks on original and noise small-size UCI datasets.

Dataset	GEPSVM	L1-GEPSVM	IGEPSVM	PCC	L1-NPSVM	LpNPSVM	GLpNPSVM	CPSVM
	Rank	Rank	Rank	Rank	Rank	Rank	Rank	Rank
BUPA	5/6/3/7	6/5/1/2	2/2/8/5	7/8/4/4	8/7/5/6	4/4/6/3	3/3/7/8	1/1/2/1
Echo	6/5/3/6	3/4/2/4	2/1/4/1	7/7/6/7	8/8/8/8	1/2/5/2	4/6/7/5	5/3/1/3
Heartstatlog	4/3/4/5	2/2/2/6	6/6/5/3	7/7/7/7	8/8/8/8	5/5/6/4	3/4/3/2	1/1/1/1
Heartc	5/5/5/5	2/6/4/6	1/2/2/2	7/7/7/7	8/8/8/8	6/4/6/3	4/3/3/4	3/1/1/1
Diabetics	3/2/5/4	4/4/4/2	6/6/6/7	7/7/7/6	8/8/8/8	5/3/3/3	2/5/2/5	1/1/1/1
Spect	3/2/2/5	2/6/4/6	7/3/5/2	5/4/3/3	8/8/8/8	4/5/7/4	6/7/6/7	1/1/1/1
Hourse	5/6/2/6	1/3/3/5	4/4/4/4	7/7/7/7	8/8/8/8	3/2/6/2	6/5/5/3	2/1/1/1
TicTacToe	5/6/4/5	1/1/5/7	2/2/3/1	7/7/7/6	8/8/8/8	3/3/6/2	4/4/2/3	6/5/1/4
Ionosphere	6/4/7/5	5/6/5/6	4/5/4/4	7/8/6/7	8/7/8/8	3/2/2/3	2/3/3/2	1/1/1/1
Monks3	1/5/1/1	7/6/6/6	2/4/3/3	5/7/7/7	8/8/8/8	6/3/5/5	4/1/4/4	3/2/2/2
House _ votes	1/3/3/3	7/2/7/2	2/6/2/6	6/7/6/7	8/8/8/8	4/4/4/4	3/5/5/5	5/1/1/1
Sonar	5/5/3/3	2/2/4/2	6/6/6/6	8/8/8/8	7/7/7/7	3/4/2/4	4/3/5/5	1/1/1/1
Australian	2/2/2/2	6/4/1/4	5/3/3/3	7/7/7/7	8/8/8/8	1/1/4/5	3/5/6/6	4/6/5/1
Haberman	4/6/2/2	2/2/3/7	6/7/6/4	8/3/4/5	7/8/8/3	5/4/5/6	3/5/7/8	1/1/1/1
PimaIndian	2/5/3/4	3/3/4/3	6/6/6/6	7/7/8/7	8/8/7/8	5/1/5/2	4/4/2/5	1/2/1/1
Credit	5/3/4/1	2/5/6/6	3/2/3/3	7/7/7/7	8/8/8/8	1/1/2/5	4/6/5/4	6/4/1/2
Breast	4/3/2/4	3/4/6/2	7/7/7/7	5/5/1/6	8/8/8/8	6/6/5/5	2/2/4/3	1/1/3/1
Hepatitis	6/5/3/4	3/3/5/6	7/7/6/3	5/4/7/5	8/8/8/8	4/6/4/7	2/2/2/2	1/1/1/1
Average	4.0/4.2/	3.4/3.8/	4.3/4.4/	6.6/6.5/	7.9/7.8/	3.8/3.3/	3.5/4.1/	2.4/1.9/
	3.2/4.0	4.0/4.6	4.6/3.9	6.1/6.3	7.7/7.6	4.6/3.8	4.3/4.5	1.4/1.4

Each bold value is the highest accuracy within each line.