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

Table 2

Average ranking of all algorithms based on intracluster distance.

Dataset	K-Means	GA	PSO	ALO	BO	CBO-IE
Thoracic surgery	3.364 (5)	0.7569 (4)	0.4256 (4)	0.2547 (3)	0.0657 (2)	0.00652 (1)
Breast cancer	26.265 (5)	0.8634 (4)	0.3126 (4)	0.2614 (3)	0.0874 (2)	0.00728 (1)
Cryotherapy	24.3640 (5)	0.4562 (4)	0.2864 (4)	0.2167 (3)	0.0725 (2)	0.00548 (1)
Liver patient	35.3245 (5)	0.5863 (4)	0.1567 (4)	0.1321 (3)	0.0635 (2)	0.00457 (1)
Heart patient	14.2366 (5)	0.9362 (4)	0.7265 (4)	0.6492 (3)	0.0623 (2)	0.00832 (1)
Chronic kidney disease	46.3625 (5)	0.5682 (4)	0.3568 (4)	0.2864 (3)	0.0742 (2)	0.00786 (1)
Diabetic retinopathy	0.3658 (5)	0.2526 (4)	0.1737 (4)	0.1421 (3)	0.0967 (2)	0.00758 (1)
Blood transfusion	0.6745 (5)	0.5684 (4)	0.2375 (4)	0.2068 (3)	0.0854 (2)	0.00852 (1)
Average ranking ()	5	4	4	3	2	1