Research Article

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

Table 3

of different algorithms under .

DatasetNPR-kNNMKD-kNNPCA-kNN

Acoustic0.4450.1640.293
Aloi0.6260.3780.412
Cifa0.0780.0050.042
Combined0.4120.1190.206
MiniBooNE0.4810.240.173
Mnist0.7280.3350.404
Poker0.1260.1110.076
Seismic0.4050.2270.136
Skin-noskin0.9850.9070.923
Webspam0.7560.6170.444
Mean0.5040.3100.311
Median0.4630.2340.250
Wilcoxon 0.0020.002