Research Article
CBO-IE: A Data Mining Approach for Healthcare IoT Dataset Using Chaotic Biogeography-Based Optimization and Information Entropy
Table 7
Accuracy values for entire IoT datasets.
| Dataset | K-Means | GA | PSO | ALO | BO | CBO-IE |
| Thoracic surgery | 0.80 | 0.83 | 0.86 | 0.86 | 0.88 | 0.90 | Breast cancer | 0.83 | 0.85 | 0.86 | 0.87 | 0.89 | 0.92 | Cryotherapy | 0.81 | 0.85 | 0.87 | 0.86 | 0.90 | 0.92 | Liver patient | 0.83 | 0.85 | 0.86 | 0.86 | 0.88 | 0.90 | Heart patient | 0.77 | 0.81 | 0.83 | 0.82 | 0.84 | 0.87 | Chronic kidney disease | 0.83 | 0.85 | 0.87 | 0.86 | 0.88 | 0.90 | Diabetic retinopathy | 0.85 | 0.88 | 0.89 | 0.90 | 0.91 | 0.93 | Blood transfusion | 0.73 | 0.76 | 0.78 | 0.81 | 0.84 | 0.86 |
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