Research Article
Hypergraph Regularized Discriminative Nonnegative Matrix Factorization on Sample Classification and Co-Differentially Expressed Gene Selection
Table 8
NUM, TRS, and ARS of five methods (INTA 2).
| Methods | HDNMF | NMF | DNMF | LNMF | GNMF | GDNMF | HNMF |
| PAAD | Num | 326 | 326 | 330 | 321 | 321 | 325 | 319 | TRS | 2177.31 | 2039.68 | 2164.29 | 2035.33 | 2037.44 | 1974.33 | 1945.6 | ARS | 6.6789 | 6.2567 | 6.5585 | 6.3406 | 6.3472 | 6.0749 | 6.0991 | ESCA | Num | 263 | 265 | 269 | 261 | 263 | 269 | 253 | TRS | 2383.93 | 2222.66 | 2274.52 | 2266.58 | 2170.57 | 2266.42 | 2298.05 | ARS | 9.0644 | 8.3874 | 8.4555 | 8.6842 | 8.2531 | 8.4254 | 9.0832 | HNSC | Num | 245 | 248 | 247 | 240 | 247 | 248 | 242 | TRS | 5217.77 | 4997 | 5065.33 | 5044.97 | 4954.63 | 5092.82 | 5117.22 | SRS | 21.2970 | 20.1492 | 20.5074 | 21.0207 | 20.0592 | 20.5356 | 21.1455 | COAD | Num | 341 | 338 | 340 | 334 | 335 | 339 | 324 | TRS | 2134.17 | 1995.88 | 2014.62 | 2027.45 | 1852.71 | 2010.03 | 1836.64 | ARS | 6.2586 | 5.9050 | 5.9254 | 6.0702 | 5.5305 | 5.9293 | 5.6686 | CHOL | Num | 131 | 136 | 129 | 128 | 128 | 128 | 125 | TRS | 505.85 | 493.98 | 455.1 | 466.04 | 424.14 | 464.75 | 402.63 | ARS | 3.8615 | 3.6322 | 3.5280 | 3.6409 | 3.3136 | 3.6309 | 3.2210 |
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