Research Article

Automated Classification of Glandular Tissue by Statistical Proximity Sampling

Table 2

Classification rates for the breast dataset using different classifiers. Classification was done using 10-fold cross-validation and results are reported as percentage of correct classification ± standard deviation.

ClassifierClassification rate
Proximity features (Figure 10)

SVC94.2 ± 2.0
KNN93.4 ± 0.8
Logistic80.5 ± 1.3
LDC61.7 ± 1.2