Database Reference
In-Depth Information
Table 5.3.
Results for the classical algorithms on PS.
Database
1-NN
%
CNN
%
ENN
%
Cleveland
41.34
0
33.98
34.9
48.83
59.03
Glass
71.65
0
69.29
55.51
69.69
28.09
Iris
96.67
0
94.67
90.37
96.67
4.15
LED24Digit
40.07
0
38.20
24.78
37.66
61.33
LED7Digit
40.41
0
41.00
37.48
36.61
59.73
Lymphography
41.54
0
41.09
38.39
49.41
55.41
Monk
66.44
0
64.82
60.54
64.59
33.44
Pima
67.59
0
61.46
61.72
69.40
31.89
Wine
78.14
0
68.53
64.04
74.74
24.16
Wisconsin
95.46
0
91.80
92.45
96.63
4.38
Average
63.93
0
60.48
56.02
64.42
36.16
Database
RENN
%
MCS
%
Shrink
%
Cleveland
50.59
62.33
42.05
34.08
50.19
51.14
Glass
66.87
31.93
70.50
15.47
68.73
24.82
Iris
96.67
4.15
96.67
2.18
96.67
3.26
LED24Digit
35.52
68.11
37.32
33.61
40.98
52.67
LED7Digit
34.45
72.16
51.18
3.49
36.79
61.82
Lymphography
46.74
59.84
48.04
29.36
47.41
53.38
Monk
66.69
43.44
61.59
7.54
65.97
33.51
Pima
69.52
35.27
69.01
16.16
68.35
27.14
Wine
71.31
27.65
75.29
12.61
73.01
21.41
Wisconsin
96.63
4.52
96.92
2.21
96.19
2.88
Average
63.5
40.94
64.86
15.67
64.43
33.2
Database
Drop1
%
Drop2
%
Drop3
%
Cleveland
48.17
86.87
41.01
21.44
43.44
77.63
Glass
62.72
80.43
66.49
53.90
61.19
71.69
Iris
92.67
97.33
90.00
88.15
93.33
95.28
LED24Digit
36.52
76.33
39.02
21.61
34.15
43.49
LED7Digit
47.57
96.89
52.74
33.38
48.23
71.09
Lymphography
42.30
77.71
46.11
28.68
47.81
52.69
Monk
62.51
80.97
58.36
54.09
55.81
71.77
Pima
67.20
83.68
68.88
49.20
64.71
76.58
Wine
73.56
80.28
74.67
57.06
72.48
74.12
Wisconsin
95.32
98.42
95.90
92.42
94.43
98.21
Average
62.85
85.89
63.32
49.99
61.56
73.26
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