مقایسهٔ روشها
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| شاخص فولکس-مالوز× | ضریب سیلوئت× | |
|---|---|---|
| حوزه | ارزیابی مدل | ارزیابی مدل |
| خانواده | MCDM | MCDM |
| سال پیدایش≠ | 1983 | 1987 |
| پدیدآور≠ | E. B. Fowlkes, C. L. Mallows | Peter Rousseeuw |
| نوع≠ | Pair-counting metric | Cluster quality 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 ↗ | Rousseeuw, P. J. (1987). Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics, 20, 53-65. DOI ↗ |
| نامهای دیگر | Fowlkes Mallows, FM index | silhouette coefficient, silhouette index |
| 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 Silhouette Coefficient, introduced by Peter Rousseeuw in 1987, is a metric that measures how similar an object is to its own cluster compared to other clusters. It ranges from -1 to 1, where values close to 1 indicate well-separated and cohesive clusters, values near 0 suggest overlapping clusters, and negative values indicate misclustered points. |
| ScholarGateمجموعهداده ↗ |
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