Table 8 Performance of FCMD-MD on Australian Credit dataset
From: Distributed fuzzy clustering algorithm for mixed-mode data in Apache SPARK
No. | Distance measure (continuous) | Normalization technique (continuous) | Minimum purity (%) | Average purity (%) | Maximum purity (%) |
|---|---|---|---|---|---|
1 | Euclidean | None | 55.07 | 57 | 70.43 |
2 | Euclidean | Min–Max | 58.26 | 65.27 | 73.04 |
3 | Euclidean | Standard scalar | 55.07 | 62.40 | 76.81 |
4 | Manhattan | None | 55.05 | 55.79 | 58.40 |
5 | Manhattan | Min–Max | 55.50 | 65 | 74.34 |
6 | Manhattan | Standard scalar | 55.50 | 61.80 | 76.67 |