Multiphase XRD pattern decomposition on RRUFF real data (K=4)
0.5009Pearson CorrelationXDecomposer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XDecomposerMethod Type=Proposed, five-fold cross-validation=true2026.05 | 0.5009 | 0.0359 | 2.6735 | 41.9 | 87.36 | |
| XQueryerMethod Type=Domain, five-fold cross-validation=true2026.05 | 0.4651 | 0.0277 | 1.8599 | — | — | |
| XRD_Proportion_InferenceMethod Type=Domain, five-fold cross-validation=true2026.05 | 0.3158 | 0.0733 | 19.3598 | 23.47 | 55.58 | |
| iTransformerMethod Type=Sequence, five-fold cross-validation=true2026.05 | 0.2834 | 0.0328 | 4.7631 | 25.86 | 50.34 | |
| PatchTSTMethod Type=Sequence, five-fold cross-validation=true2026.05 | 0.2806 | 0.0298 | 3.8275 | 26.25 | 49.74 | |
| TransformerMethod Type=Sequence, five-fold cross-validation=true2026.05 | 0.2461 | 0.0342 | 3.9567 | 21.02 | 38.86 |