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 setTrain Test RFSVMKNNKIN

Connectionist bench6010410478.774.471.574.0
Ozone7210241080.679.572.475.4
Prostate cancer600703469.175.266.072.3
Colon cancer2000323265.777.962.574.3
Liver transplant3910257888.785.788.689.1