Research Article

A Large-Scale -Nearest Neighbor Classification Algorithm Based on Neighbor Relationship Preservation

Table 8

of different algorithms under .

DatasetNPR-KNNMKD-kNNPCA-kNN

Acoustic0.7550.3880.227
Aloi0.9170.5470.456
Cifa0.7810.0880.013
Combined0.8280.3020.161
MiniBooNE0.8800.2310.280
Mnist0.9800.5050.452
Poker0.5370.1160.180
Seismic0.7160.3540.294
Skin-noskin0.9990.9410.944
Webspam0.9800.4800.651
Mean0.8370.3950.366
Median0.8540.3710.287
Wilcoxon 0.0020.002