Mixing matrix estimation on DLBCL flow-cytometry three-component rho=0.70 (raw gated-pool) benchmark leaderboard · SOTA2 Research

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
Oracle binary MPE (BBE-style)2026.06	0.0866	0.0114	0.0901	0.1344	0.1226	3
Transition matrix, min-volume simplex2026.06	0.0984	0.0038	0.0923	0.1254	0.1262	3
PM-MMD2026.06	0.1078	0.0121	0.1028	0.1877	0.1367	3
Transition matrix, anchor posterior2026.06	0.1487	0.0042	0.1472	0.1818	0.1604	3
Pairwise-residue MPE (BBE-style)2026.06	0.1818	0.0047	0.1749	0.2069	0.1874	3
Transition matrix, posterior archetypes2026.06	0.2052	0.0025	0.2063	0.2215	0.2304	3
PM-MMD2026.06	0.2217	0.0756	0.124	0.7367	0.5281	3
Histogram NMF2026.06	0.267	0.0081	0.2775	0.3015	0.2444	3
Transition matrix, posterior k-means2026.06	0.2787	0.0054	0.2838	0.2952	0.7328	3
Histogram archetypal analysis2026.06	0.3015	0	0.3015	0.3015	0.2449	3
k-means2026.06	0.4226	0.0072	0.4197	0.4574	0.9746	3
Gaussian mixture fit2026.06	0.4433	0.0457	0.5088	0.6013	1.986	3
Spectral clustering2026.06	1.1291	0.0147	1.1226	1.2063	1.74	2