Research Article
A Gaussian Process Latent Variable Model for Subspace Clustering
| | YALE | JAFFE | ORL | YEAST | USPS | TR11 | TR41 | TR45 |
| GPLVM | 29.80 ± 1.01 | 55.91 ± 2.94 | 21.58 ± 1.45 | 19.48 ± 1.49 | 23.14 ± 2.41 | 30.01 ± 2.58 | 42.87 ± 2.94 | 33.54 ± 2.31 | B-GPLVM | 32.12 ± 1.58 | 59.66 ± 2.14 | 25.17 ± 2.18 | 23.94 ± 1.54 | 28.14 ± 1.19 | 35.47 ± 1.50 | 48.99 ± 1.37 | 37.93 ± 2.54 | LPP-GPLVM | 36.14 ± 1.25 | 71.49 ± 2.75 | 38.97 ± 1.94 | 29.88 ± 1.73 | 61.71 ± 2.21 | 51.44 ± 2.20 | 49.79 ± 1.40 | 51.83 ± 2.91 | SC | 50.32 ± 1.23 | 73.55 ± 2.33 | 57.96 ± 1.45 | 35.91 ± 1.34 | 36.45 ± 2.90 | 52.69 ± 3.32 | 61.74 ± 1.8 | 55.91 ± 1.96 | KSC | 37.21 ± 1.55 | 72.19 ± 1.98 | 39.74 ± 2.39 | 31.18 ± 1.83 | 63.78 ± 3.87 | 53.74 ± 1.86 | 51.12 ± 1.11 | 53.44 ± 1.99 | SSR | 53.59 ± 1.09 | 85.92 ± 2.34 | 68.22 ± 1.98 | 27.62 ± 1.92 | 64.83 ± 2.39 | 41.06 ± 2.33 | 65.78 ± 2.58 | 73.45 ± 1.36 | C-GPLVM | 55.91 ± 1.38 | 86.14 ± 1.81 | 70.43 ± 1.30 | 33.71 ± 1.42 | 63.16 ± 2.01 | 55.89 ± 2.59 | 67.16 ± 2.14 | 75.25 ± 1.90 |
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