Research Article

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

Table 2

of different algorithms under .

DatasetNPR-kNNMKD-kNNPCA-kNN

Acoustic0.3570.1170.205
Aloi0.5820.3860.396
Cifa0.0680.0050.022
Combined0.2870.0790.135
MiniBooNE0.3820.1260.123
Mnist0.6650.3210.35
Poker0.1320.0810.076
Seismic0.3420.170.2
Skin-noskin0.9560.9070.915
Webspam0.7520.3270.354
Mean0.4600.2520.278
Median0.3700.1480.203
Wilcoxon 0.0020.002