第1期 Table 12 PMER for MNIST DB under reduced dimensions After table 14 % Actual dimension Algorithm- Actual dimension 23 45 678910 Algorithm 2345678910 41.529.212.36.22.61.11.91.71.5 Diff.Maps 21.410.48.27.87.05.85.66.05.6 (1)(2)(3)(4)(4)(4)(4)(4)(4) Tsomap (1)(2)(3)(4)(5)(5)(5)(6)(5) 52.341.532.327.719.212.119.240.240.0 LTSA 10.67.85.25.25.25.45.05.25.0 (1)(2)(3)(3)(4)(5)(7)(0)(0) (1)(2)(1)(3)(4)(4)(5)(5)(6) 13.88.46.06.05.65.45.45.25.2 Table 15 PMER for UCI Isolet DB under reduced dimen- Laplacian (1)(2)(3)(3)(3)(5)(5)(6)(6) sions % 13.013.06.85.45.45.05.24.64.8 Actual dimension Diff.Maps Algorithm- (1)(1)(2)(3)(2)(4)(4)(6)(7) 2345678910 40.045.011.814.013.428.633.063.063.4 26.119.815.611.210.18.57.37.36.9 LTSA (1)(1)(3)(4)(5)(5)(7)(1)(0) Isomap (1)(2)(3)(4)(5)(6)(6)(7)(8) LB70.353.436.420.118.920.224.6 Table 13 PMER for Olivettiefaces under reduced dimen- (k=8)(1)(2)(3)(4)(5)(5)(6) sions % Laplacian51.930.728.015.016.415.215.0 Actual dimension (k=8)(1)(2)(2)(4)(4)(4)(4) Algorithm 234567 8910 41.015.413.110.08.98.67.88.77.8 Diff.Maps 33.318.38.36.76.75.76.24.44.0 (1)(2)(3)(4)(5)(6)(7)(8)(9) Isomap (1)(2)(3)(4)(5)(6)(6)(5)(5) 47.534.035.633.732.833.541.468.987.1 LTSA 43.316.711.715.03.38.52.52.04.4 (1)(2)(2)(3)(3)(4)(5)(6)(0) (1)(2)(3)(3)(4)(4)(5)(5)(5) Laplacian40.015.020.010.021.710.07.5 Table 16 PMER for UCI Optdigit under reduced dimen- (K=8)(1)(2)(2)(3)(5)(6)(6) sions % 63.340.015.05.03.34.32.52.23.0 Actual dimension Diff.Mape Algorithm (1)(2)(3)(4)(4)(4)(4)(4)(5) 2345678910 LTSA51.730.038.315.016.74.317.5 25.07.33.92.52.32.22.11.71.9 (K=8)(1)(2)(3)(4)(5)(5)(7) Isomap (1)(2)(3)(4)(5)(6)(7)(7)(8) 16.819.711.04.14.55.83.02.83.0 LLE Table 14 PMER for Lubeck Uni.under reduced dimen- (1)(2)(3)(4)(5)(6)(6)(7)(8) sions % 83.180.379.480.380.479.380.080.978.5 HLIE Actual dimension (1)(2)(3)(4)(4)(5)(6)(8)(8) Algorithm- 234567 8910 24.56.910.314.32.93.12.63.22.7 Laplacian 44.633.83.10.00.00.00.00.00.0 (1)(2)(2)(3)(5)(6)(6)(6)(6) 即(2)(3)（④）（④）④4)（④（④） 62.246.738.54.342.237.235.717.018.3 47.735.413.84.66.30.00.00.00.0 Difl.Maps (0)(0)(2)(4)(5)(5)(6)(7)(8) LIE (1)(2)(3)(4)(4)(5)(5)(5)(5) 20.817.817.97.499.912.142.672.282.1 LTSA 27.716.96.20.00.00.00.00.00.0 (1)(2)(2)(4)(4)(6)(7)(6)(0) Laplacian (1)(2)(3)(4)(4)(4)(4)(4)(4)