Research Article

Using the K-Nearest Neighbor Algorithm for the Classification of Lymph Node Metastasis in Gastric Cancer

Table 4

Classification performance of the SFS-KNN algorithm with different neighborhood sizes.

Neighborhood size

Pre-normSelected features14, 1614, 31, 5, 15, 26, 4, 27, 21, 24, 9, 32, 2, 25, 8, 28, 3, 1614, 31, 10, 36, 3, 25, 212, 31, 8, 29, 3, 15, 33, 112, 31, 23, 26, 3, 24, 30, 16
Accuracy88.29%93.68%93.29%91.71%92.24%

NormSelected features12, 3020, 15, 11, 30, 512, 30, 31, 33, 1412, 19, 20, 30, 5, 18, 25, 17, 34, 3, 32, 15, 2412, 19, 29, 30, 8, 34, 33, 25, 15, 6, 24, 7, 10, 20, 17
Accuracy93.95%96.45%96.58%96.18%97.89%