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BioMed Research International
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2017
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Article
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Tab 3
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Research Article
Important Neighbors: A Novel Approach to Binary Classification in High Dimensional Data
Table 3
Accuracy of different classifiers on benchmark data sets.
Data set
Train
Test
RF
SVM
KNN
KIN
Connectionist bench
60
104
104
78.7
74.4
71.5
74.0
Ozone
72
102
410
80.6
79.5
72.4
75.4
Prostate cancer
600
70
34
69.1
75.2
66.0
72.3
Colon cancer
2000
32
32
65.7
77.9
62.5
74.3
Liver transplant
39
102
578
88.7
85.7
88.6
89.1