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Mathematical Problems in Engineering
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2022
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Article
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Tab 13
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Research Article
Capped
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Norm Proximal Support Vector Machine
Table 13
Classification ranks on original and noise large-size UCI datasets.
Dataset
GEPSVM
L1-GEPSVM
IGEPSVM
PCC
L1-NPSVM
LpNPSVM
GLpNPSVM
CPSVM
Rank
Rank
Rank
Rank
Rank
Rank
Rank
Rank
HTRU2
1/1/2/2
5/5/7/6
6/6/5/5
7/7/6/7
8/8/8/8
2/3/3/3
3/4/4/4
4/2/1/1
Page-blocks
1/4/3/3
3/2/2/2
6/6/6/6
7/7/7/7
8/8/8/8
5/5/5/5
2/3/4/4
4/1/1/1
Spanbas
6/6/6/6
5/5/5/5
2/1/1/2
7/7/7/7
8/8/8/8
4/4/3/4
3/3/4/3
1/2/2/1
Yeast
5/4/3/4
8/8/8/8
4/5/5/2
6/6/6/3
7/7/7/5
3/3/2/7
2/2/4/6
1/1/1/1
Occupancy
1/1/3/5
4/4/1/2
6/6/7/7
8/8/8/8
7/7/6/6
3/3/5/4
2/2/4/3
5/5/2/1
Titanic
2/5/1/1
3/2/6/5
5/7/3/2
8/6/8/3
7/8/7/7
4/1/2/8
1/4/4/6
6/3/5/4
Hypothyroid
3/3/4/7
4/7/7/4
8/8/5/5
5/4/6/6
6/5/8/8
1/2/1/1
2/1/3/2
7/6/2/3
Waveform
5/4/2/4
6/6/6/2
1/3/3/6
7/7/7/7
8/8/8/8
4/5/4/5
2/2/5/3
3/1/1/1
Two-norm
1/2/3/4
3/4/2/2
2/3/4/3
8/8/8/8
7/7/7/7
6/6/6/6
5/5/5/5
4/1/1/1
Average
2.8/3.3/
4.6/4.8/
4.4/5.0/
7.0/6.7/
7.3/7.3/
3.6/3.6/
2.4/2.9/
3.9/2.4/
3.0/4.0
4.9/4.0
4.3/4.2
7/6.2
7.4/7.2
3.4/4.8
4.1/4.0
1.8/1.6