CBO-IE: A Data Mining Approach for Healthcare IoT Dataset Using Chaotic Biogeography-Based Optimization and Information Entropy

Table 6

RMSE values for entire IoT datasets.

Dataset	K-Means	GA	PSO	ALO	BO	CBO-IE
Thoracic surgery	0.537	0.327	0.157	0.124	0.0124	0.0034
Breast cancer	0.567	0.386	0.168	0.264	0.0317	0.0075
Cryotherapy	0.621	0.374	0.234	0.364	0.0421	0.0066
Liver patient	0.437	0.361	0.261	0.213	0.0652	0.0054
Heart patient	0.537	0.412	0.201	0.186	0.0145	0.0063
Chronic kidney disease	0.610	0.422	0.341	0.267	0.0254	0.0047
Diabetic retinopathy	0.517	0.414	0.367	0.257	0.0374	0.0087
Blood transfusion	0.438	0.314	0.120	0.265	0.0451	0.0071