Clustering on Crystal Structure
1Silhouette ScoreMetric Learning
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Metric Learning2025.11 | 1 | 0.0001 | 1.19 | 14,095.1 | 0.8829 | 0.8862 | 1 | 1 | |
| VAE2025.11 | 0.9876 | 0.0175 | 2.39 | 99.1187 | 0.8761 | 0.8891 | 1 | 1 | |
| CPRank=102025.11 | 0.982 | 0.0254 | 3.72 | 62.9187 | 0.8904 | 0.8915 | 0.9015 | 0.9091 | |
| CPRank=52025.11 | 0.9751 | 0.0355 | 3.55 | 61.8594 | 0.8863 | 0.8877 | 0.9007 | 0.91 | |
| CPRank=202025.11 | 0.9572 | 0.0597 | 7.48 | 27.7025 | 0.8912 | 0.8862 | 0.9018 | 0.9112 | |
| UMAP + K-Means2025.11 | 0.9531 | 0.0651 | 6.86 | 28.3698 | 0.9333 | 0.9138 | 0.9264 | 0.9289 | |
| t-SVDRank=102025.11 | 0.9256 | 0.1091 | 1.75 | 14.1705 | 0.9183 | 0.9109 | 0.9291 | 0.9085 | |
| t-SNE + K-Means2025.11 | 0.9193 | 0.1031 | 2.15 | 16.0362 | 0.9521 | 0.9303 | 0.9832 | 0.9898 | |
| t-SVDRank=52025.11 | 0.9098 | 0.2767 | 1.55 | 13.09 | 0.8984 | 0.8921 | 0.8973 | 0.9068 | |
| t-SVDRank=202025.11 | 0.9003 | 0.2167 | 9.92 | 8.8781 | 0.9067 | 0.9001 | 0.9165 | 0.9184 | |
| PCA + K-Means2025.11 | 0.8843 | 0.1708 | 7.43 | 9.0601 | 0.935 | 0.9315 | 0.9711 | 0.9871 | |
| TuckerRank=52025.11 | 0.6455 | 0.6524 | 3.96 | 2.8324 | 0.8877 | 0.8906 | 0.8999 | 0.9072 | |
| DEC2025.11 | 0.5572 | 0.698 | 1.77 | 3.3112 | 0.8864 | 0.889 | 1 | 1 | |
| TuckerRank=102025.11 | 0.1714 | 2.0658 | 4.98 | 1.3687 | 0.8488 | 0.9107 | 0.9094 | 0.9097 | |
| TuckerRank=202025.11 | 0.0632 | 3.1399 | 2.47 | 1.1532 | 0.8254 | 0.844 | 0.9165 | 0.9187 |