Research Article

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

Table 5

of different algorithms under .

DatasetNPR-kNNMKD-kNNPCA-kNN

Acoustic0.7550.7450.749
Aloi0.9210.8760.887
Cifa0.7190.7150.714
Combined0.8280.8240.825
MiniBooNE0.8800.8780.876
Mnist0.9810.9810.976
Poker0.5380.5390.536
Seismic0.7170.7160.714
Skin-noskin1.0001.0001.000
Webspam0.9820.9750.972
Mean0.8320.8250.825
Median0.8540.8500.851
Wilcoxon 0.0230.004