Research Article

A Gaussian Process Latent Variable Model for Subspace Clustering

Table 2

Accuracy.

YALEJAFFEORLYEASTUSPSTR11TR41TR45

GPLVM29.80 ± 1.0155.91 ± 2.9421.58 ± 1.4519.48 ± 1.4923.14 ± 2.4130.01 ± 2.5842.87 ± 2.9433.54 ± 2.31
B-GPLVM32.12 ± 1.5859.66 ± 2.1425.17 ± 2.1823.94 ± 1.5428.14 ± 1.1935.47 ± 1.5048.99 ± 1.3737.93 ± 2.54
LPP-GPLVM36.14 ± 1.2571.49 ± 2.7538.97 ± 1.9429.88 ± 1.7361.71 ± 2.2151.44 ± 2.2049.79 ± 1.4051.83 ± 2.91
SC50.32 ± 1.2373.55 ± 2.3357.96 ± 1.4535.91±1.3436.45 ± 2.9052.69 ± 3.3261.74 ± 1.855.91 ± 1.96
KSC37.21 ± 1.5572.19 ± 1.9839.74 ± 2.3931.18 ± 1.8363.78 ± 3.8753.74 ± 1.8651.12 ± 1.1153.44 ± 1.99
SSR53.59 ± 1.0985.92 ± 2.3468.22 ± 1.9827.62 ± 1.9264.83±2.3941.06 ± 2.3365.78 ± 2.5873.45 ± 1.36
C-GPLVM55.91±1.3886.14±1.8170.43±1.3033.71 ± 1.4263.16 ± 2.0155.89±2.5967.16±2.1475.25±1.90