Research Article

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

Table 6

of different algorithms under .

DatasetNPR-KNNMKD-kNNPCA-kNN

Acoustic0.7550.1130.200
Aloi0.9080.3890.401
Cifa0.3680.0060.023
Combined0.8280.0760.135
MiniBooNE0.8790.1300.124
Mnist0.9790.3210.346
Poker0.5360.0880.076
Seismic0.7160.1640.199
Skin-noskin0.9980.9070.913
Webspam0.9370.3310.350
Mean0.7900.2560.278
Median0.8540.1470.200
Wilcoxon 0.0020.002