Mixing matrix estimation on DLBCL flow-cytometry three-component rho=0.70 (raw gated-pool)
0.0866Mean Relative Frobenius ErrorOracle binary MPE (BBE-style)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Oracle binary MPE (BBE-style)Oracle status=Oracle2026.06 | 0.0866 | 0.0114 | 0.0901 | 0.1344 | 0.1226 | 3 | |
| Transition matrix, min-volume simplexOracle status=Non-oracle2026.06 | 0.0984 | 0.0038 | 0.0923 | 0.1254 | 0.1262 | 3 | |
| PM-MMDSelection strategy=stable selection, Oracle status=Non-oracle2026.06 | 0.1078 | 0.0121 | 0.1028 | 0.1877 | 0.1367 | 3 | |
| Transition matrix, anchor posteriorOracle status=Non-oracle2026.06 | 0.1487 | 0.0042 | 0.1472 | 0.1818 | 0.1604 | 3 | |
| Pairwise-residue MPE (BBE-style)Oracle status=Non-oracle2026.06 | 0.1818 | 0.0047 | 0.1749 | 0.2069 | 0.1874 | 3 | |
| Transition matrix, posterior archetypesOracle status=Non-oracle2026.06 | 0.2052 | 0.0025 | 0.2063 | 0.2215 | 0.2304 | 3 | |
| PM-MMDSelection strategy=greedy selection, Oracle status=Non-oracle2026.06 | 0.2217 | 0.0756 | 0.124 | 0.7367 | 0.5281 | 3 | |
| Histogram NMFOracle status=Non-oracle2026.06 | 0.267 | 0.0081 | 0.2775 | 0.3015 | 0.2444 | 3 | |
| Transition matrix, posterior k-meansOracle status=Non-oracle2026.06 | 0.2787 | 0.0054 | 0.2838 | 0.2952 | 0.7328 | 3 | |
| Histogram archetypal analysisOracle status=Non-oracle2026.06 | 0.3015 | 0 | 0.3015 | 0.3015 | 0.2449 | 3 | |
| k-meansOracle status=Non-oracle2026.06 | 0.4226 | 0.0072 | 0.4197 | 0.4574 | 0.9746 | 3 | |
| Gaussian mixture fitOracle status=Non-oracle2026.06 | 0.4433 | 0.0457 | 0.5088 | 0.6013 | 1.986 | 3 | |
| Spectral clusteringOracle status=Non-oracle2026.06 | 1.1291 | 0.0147 | 1.1226 | 1.2063 | 1.74 | 2 |