Table 2 Parameters of the proposed method
Dataset | LLE (k_LLE) | LSM (lsm_dimension) | LSM (lsm_iteration) | K-fold cross validation | Prototype numbers (k_neighbor_manifold) | ||
|---|---|---|---|---|---|---|---|
Iris | 55 | 75 | 100 | 10 | 1,20,75,100,149 | ||
Glass | 10 | 107 | 100 | 10 | 1,10,60,140,213 | ||
Ionosphere | 35 | 200 | 100 | 10 | 1,20,50,100,350 | ||
Monk | 10 | 120 | 100 | 10 | 1,20,60,90,121 | ||
Breast Cancer | 35 | 500 | 100 | 10 | 1,10,20,50,100 | ||
Wine | 15 | 140 | 100 | 10 | 1,10,20,50,80 | ||
USPS_nE | 30 | 125 | 100 | 10 | 1,20,40,60,249 | ||
USPS_E | 10 | 420 | 100 | 10 | 1,20,100,120,150 | ||
Digit5 | 20 | 160 | 100 | 10 | 1,10,20,100,150 | ||
MNIST | 100 | 2000 | 100 | 10 | 1,1000,5000,10,000 | ||