Research Article
Comparison of Fuzzy Clustering Methods and Their Applications to Geophysics Data
Table 1
Fisher’s Iris data [
11] that were validated and compared to that reported by Bezdek et al. [
12].
| | Iris Sestosa | Iris Versicolor | Iris Virginica | | Sepal | Sepal | Petal | Petal | Sepal | Sepal | Petal | Petal | Sepal | Sepal | Petal | Petal | | lengh | width | length | width | lengh | width | length | width | lengh | width | length | width |
| | 5.1 | 3.5 | 1.4 | 0.2 | 7.0 | 3.2 | 4.7 | 1.4 | 6.3 | 3.3 | 6.0 | 2.5 | | 4.9 | 3.0 | 1.4 | 0.2 | 6.4 | 3.2 | 4.5 | 1.5 | 5.8 | 2.7 | 5.1 | 1.9 | | 4.7 | 3.2 | 1.3 | 0.2 | 6.9 | 3.1 | 4.9 | 1.5 | 7.1 | 3.0 | 5.9 | 2.1 | | 4.6 | 3.1 | 1.5 | 0.2 | 5.5 | 2.3 | 4.0 | 1.3 | 6.3 | 2.9 | 5.6 | 1.8 | | 5.0 | 3.6 | 1.4 | 0.2 | 6.5 | 2.8 | 4.6 | 1.5 | 6.5 | 3.0 | 5.8 | 2.2 | | 5.4 | 3.9 | 1.7 | 0.4 | 5.7 | 2.8 | 4.5 | 1.3 | 7.6 | 3.0 | 6.6 | 2.1 | | 4.6 | 3.4 | 1.4 | 0.3 | 6.3 | 3.3 | 4.7 | 1.6 | 4.9 | 2.5 | 4.5 | 1.7 | | 5.0 | 3.4 | 1.5 | 0.2 | 4.9 | 2.4 | 3.3 | 1.0 | 7.3 | 2.9 | 6.3 | 1.8 | | 4.4 | 2.9 | 1.4 | 0.2 | 6.6 | 2.9 | 4.6 | 1.3 | 6.7 | 2.5 | 5.8 | 1.8 | | 4.9 | 3.1 | 1.5 | 0.1 | 5.2 | 2.7 | 3.9 | 1.4 | 7.2 | 3.6 | 6.1 | 2.5 | | 5.4 | 3.7 | 1.5 | 0.2 | 5.0 | 2.0 | 3.5 | 1.0 | 6.5 | 3.2 | 5.1 | 2.0 | | 4.8 | 3.4 | 1.6 | 0.2 | 5.9 | 3.0 | 4.2 | 1.5 | 6.4 | 2.7 | 5.3 | 1.9 | | 4.8 | 3.0 | 1.4 | 0.1 | 6.0 | 2.2 | 4.0 | 1.0 | 6.8 | 3.0 | 5.5 | 2.1 | | 4.3 | 3.0 | 1.1 | 0.1 | 6.1 | 2.9 | 4.7 | 1.4 | 5.7 | 2.5 | 5.0 | 2.0 | | 5.8 | 4.0 | 1.2 | 0.2 | 5.6 | 2.9 | 3.6 | 1.3 | 5.8 | 2.8 | 5.1 | 2.4 | | 5.7 | 4.4 | 1.5 | 0.4 | 6.7 | 3.1 | 4.4 | 1.4 | 6.4 | 3.2 | 5.3 | 2.3 | | 5.4 | 3.9 | 1.3 | 0.4 | 5.6 | 3.0 | 4.5 | 1.5 | 6.5 | 3.0 | 5.5 | 1.8 | | 5.1 | 3.5 | 1.4 | 0.3 | 5.8 | 2.7 | 4.1 | 1.0 | 7.7 | 3.8 | 6.7 | 2.2 | | 5.7 | 3.8 | 1.7 | 0.3 | 6.2 | 2.2 | 4.5 | 1.5 | 7.7 | 2.6 | 6.9 | 2.3 | | 5.1 | 3.8 | 1.5 | 0.3 | 5.6 | 2.5 | 3.9 | 1.1 | 6.0 | 2.2 | 5.0 | 1.5 | | 5.4 | 3.4 | 1.7 | 0.2 | 5.9 | 3.2 | 4.8 | 1.8 | 6.9 | 3.2 | 5.7 | 2.3 | | 5.1 | 3.7 | 1.5 | 0.4 | 6.1 | 2.8 | 4.0 | 1.3 | 5.6 | 2.8 | 4.9 | 2.0 | | 4.6 | 3.6 | 1.0 | 0.2 | 6.3 | 2.5 | 4.9 | 1.5 | 7.7 | 2.8 | 6.7 | 2.0 | | 5.1 | 3.3 | 1.7 | 0.5 | 6.1 | 2.8 | 4.7 | 1.2 | 6.3 | 2.7 | 4.9 | 1.8 | | 4.8 | 3.4 | 1.9 | 0.2 | 6.4 | 2.9 | 4.3 | 1.3 | 6.7 | 3.3 | 5.7 | 2.1 | | 5.0 | 3.0 | 1.6 | 0.2 | 6.6 | 3.0 | 4.4 | 1.4 | 7.2 | 3.2 | 6.0 | 1.8 | | 5.0 | 3.4 | 1.6 | 0.4 | 6.8 | 2.8 | 4.8 | 1.4 | 6.2 | 2.8 | 4.8 | 1.8 | | 5.2 | 3.5 | 1.5 | 0.2 | 6.7 | 3.0 | 5.0 | 1.7 | 6.1 | 3.0 | 4.9 | 1.8 | | 5.2 | 3.4 | 1.4 | 0.2 | 6.0 | 2.9 | 4.5 | 1.5 | 6.4 | 2.8 | 5.6 | 2.1 | | 4.7 | 3.2 | 1.6 | 0.2 | 5.7 | 2.6 | 3.5 | 1.0 | 7.2 | 3.0 | 5.8 | 1.6 | | 4.8 | 3.1 | 1.6 | 0.2 | 5.5 | 2.4 | 3.8 | 1.1 | 7.4 | 2.8 | 6.1 | 1.9 | | 5.4 | 3.4 | 1.5 | 0.4 | 5.5 | 2.4 | 3.7 | 1.0 | 7.9 | 3.8 | 6.4 | 2.0 | | 5.2 | 4.1 | 1.5 | 0.1 | 5.8 | 2.7 | 3.9 | 1.2 | 6.4 | 2.8 | 5.6 | 2.2 | | 5.5 | 4.2 | 1.4 | 0.2 | 6.0 | 2.7 | 5.1 | 1.6 | 6.3 | 2.8 | 5.1 | 1.5 | | 4.9 | 3.1 | 1.5 | 0.2 | 5.4 | 3.0 | 4.5 | 1.5 | 6.1 | 2.6 | 5.6 | 1.4 | | 5.0 | 3.2 | 1.2 | 0.2 | 6.0 | 3.4 | 4.5 | 1.6 | 7.7 | 3.0 | 6.1 | 2.3 | | 5.5 | 3.5 | 1.3 | 0.2 | 6.7 | 3.1 | 4.7 | 1.5 | 6.3 | 3.4 | 5.6 | 2.4 | | 4.9 | 3.6 | 1.4 | 0.1 | 6.3 | 2.3 | 4.4 | 1.3 | 6.4 | 3.1 | 5.5 | 1.8 | | 4.4 | 3.0 | 1.3 | 0.2 | 5.6 | 3.0 | 4.1 | 1.3 | 6.0 | 3.0 | 4.8 | 1.8 | | 5.1 | 3.4 | 1.5 | 0.2 | 5.5 | 2.5 | 4.0 | 1.3 | 6.9 | 3.1 | 5.4 | 2.1 | | 5.0 | 3.5 | 1.3 | 0.3 | 5.5 | 2.6 | 4.4 | 1.2 | 6.7 | 3.1 | 5.6 | 2.4 | | 4.5 | 2.3 | 1.3 | 0.3 | 6.1 | 3.0 | 4.6 | 1.4 | 6.9 | 3.1 | 5.1 | 2.3 | | 4.4 | 3.2 | 1.3 | 0.2 | 5.8 | 2.6 | 4.0 | 1.2 | 5.8 | 2.7 | 5.1 | 1.9 | | 5.0 | 3.5 | 1.6 | 0.6 | 5.0 | 2.3 | 3.3 | 1.0 | 6.8 | 3.2 | 5.9 | 2.3 | | 5.1 | 3.8 | 1.9 | 0.4 | 5.6 | 2.7 | 4.2 | 1.3 | 6.7 | 3.3 | 5.7 | 2.5 | | 4.8 | 3.0 | 1.4 | 0.3 | 5.7 | 3.0 | 4.2 | 1.2 | 6.7 | 3.0 | 5.2 | 2.3 | | 5.1 | 3.8 | 1.6 | 0.2 | 5.7 | 2.9 | 4.2 | 1.3 | 6.3 | 2.5 | 5.0 | 1.9 | | 4.6 | 3.2 | 1.4 | 0.2 | 6.2 | 2.9 | 4.3 | 1.3 | 6.5 | 3.0 | 5.2 | 2.0 | | 5.3 | 3.7 | 1.5 | 0.2 | 5.1 | 2.5 | 3.0 | 1.1 | 6.2 | 3.4 | 5.4 | 2.3 | | 5.0 | 3.3 | 1.4 | 0.2 | 5.7 | 2.8 | 4.1 | 1.3 | 5.9 | 3.0 | 5.1 | 1.8 |
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