Research Article
Bayesian-OverDBC: A Bayesian Density-Based Approach for Modeling Overlapping Clusters
Table 1
Comparison of precision, recall, and
measures.
| Dataset |
Precision |
Recall | | Algorithm | DBSCAN | IOMM | Bayesian-OverDBC | DBSCAN | IOMM | Bayesian-OverDBC | DBSCAN | IOMM | Bayesian-OverDBC |
| Small-synthetic | .81 | .83 | .76 | .53 | .57 | .63 | 0.6886 | 0.6758 | 0.6889 | Medium-synthetic | .66 | .73 | .73 | .72 | .67 | .69 | 0.8335 | 0.6987 | 0.7094 | Large-synthetic | .87 | .81 | .87 | .80 | .83 | .86 | 0.5192 | 0.8198 | 0.8649 | DS1 | .42 | .67 | .79 | .68 | .73 | .82 | 0.6182 | 0.6987 | 0.804 | DS2 | .56 | .74 | .74 | .64 | .70 | .76 | 0.5966 | 0.7194 | 0.7498 |
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