مقایسهٔ روشها
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| شاخص فولکس-مالوز× | شاخص رند تعدیلشده× | |
|---|---|---|
| حوزه | ارزیابی مدل | ارزیابی مدل |
| خانواده | MCDM | MCDM |
| سال پیدایش≠ | 1983 | 1985 |
| پدیدآور≠ | E. B. Fowlkes, C. L. Mallows | Lawrence Hubert, Phipps Arabie |
| نوع≠ | Pair-counting metric | External similarity metric |
| منبع بنیادین≠ | 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 ↗ | Hubert, L., & Arabie, P. (1985). Comparing partitions. Journal of Classification, 2(1), 193-218. DOI ↗ |
| نامهای دیگر | Fowlkes Mallows, FM index | ARI, adjusted Rand coefficient |
| مرتبط | 5 | 5 |
| خلاصه≠ | 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. | 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. |
| ScholarGateمجموعهداده ↗ |
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