Research Article

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

Table 4

of different algorithms under .

DatasetNPR-kNNMKD-kNNPCA-kNN

Acoustic0.5510.2300.395
Aloi0.7230.4560.543
Cifa0.2540.0130.085
Combined0.5250.1670.306
MiniBooNE0.5840.2790.236
Mnist0.8210.1200.508
Poker0.2320.1800.118
Seismic0.4920.3000.357
Skin-noskin0.9610.9440.942
Webspam0.8120.6570.484
Mean0.5960.3350.397
Median0.5680.2550.376
Wilcoxon 0.0020.002