手法を比較
選択した手法を並べて確認できます。異なる行はハイライト表示されます。
| 調整ランド指数（ARI）× | フォウルクス・マローズ指数× | |
|---|---|---|
| 分野 | モデル評価 | モデル評価 |
| 系統 | MCDM | MCDM |
| 提唱年≠ | 1985 | 1983 |
| 提唱者≠ | Lawrence Hubert, Phipps Arabie | E. B. Fowlkes, C. L. Mallows |
| 種類≠ | External similarity metric | Pair-counting metric |
| 原典≠ | Hubert, L., & Arabie, P. (1985). Comparing partitions. Journal of Classification, 2(1), 193-218. DOI ↗ | Fowlkes, E. B., & Mallows, C. L. (1983). A method for comparing two hierarchical clusterings. Journal of the American Statistical Association, 78(383), 553-569. DOI ↗ |
| 別名 | ARI, adjusted Rand coefficient | Fowlkes Mallows, FM index |
| 関連 | 5 | 5 |
| 概要≠ | The Adjusted Rand Index (ARI), developed by Hubert and Arabie in 1985, is an external clustering evaluation metric that measures the agreement between a predicted clustering and a ground truth labeling. It ranges from -1 to 1, where 1 indicates perfect agreement, 0 indicates random clustering, and negative values indicate performance worse than random chance. | The Fowlkes-Mallows Index, introduced by Fowlkes and Mallows in 1983, is an external clustering evaluation metric based on the geometric mean of precision and recall. It measures agreement between two partitions by examining pairs of points and how they are grouped in both the predicted and ground truth clusterings. Values range from 0 to 1, with 1 indicating perfect agreement. |
| ScholarGateデータセット ↗ |
|
|