Multiphase XRD Pattern Decomposition on RRUFF real data (K=3)
0.5821Pearson CorrelationXDecomposer
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XDecomposerMethod Type=Proposed, five-fold cross-validation=true2026.05 | 0.5821 | 0.0286 | 2.0912 | 53.49 | 92.96 | |
| XQueryerMethod Type=Domain, five-fold cross-validation=true2026.05 | 0.5294 | 0.0221 | 1.4311 | — | — | |
| iTransformerMethod Type=Sequence, five-fold cross-validation=true2026.05 | 0.3961 | 0.0279 | 4.0545 | 34.42 | 64.65 | |
| PatchTSTMethod Type=Sequence, five-fold cross-validation=true2026.05 | 0.3856 | 0.024 | 3.1564 | 35.02 | 61.78 | |
| XRD_Proportion_InferenceMethod Type=Domain, five-fold cross-validation=true2026.05 | 0.3769 | 0.0695 | 18.1328 | 31.29 | 63.61 | |
| TransformerMethod Type=Sequence, five-fold cross-validation=true2026.05 | 0.3304 | 0.0302 | 3.3232 | 26.49 | 48.84 |