Research Article

Towards Enhancement of Performance of K-Means Clustering Using Nature-Inspired Optimization Algorithms

Table 12

Comparison of algorithms with respect to CPU time taken per iteration.

CPU time per iteration

Iris
BestWorst Average

C-ACO0.2140.2620.226
C-Firefly8.15919.87268.5261
C-Cuckoo0.78240.88120.8035
C-Bat0.43400.50660.4448

Wine
BestWorst Average

C-ACO0.3360.5360.427
C-Firefly10.682816.429812.5449
C-Cuckoo0.9371.00740.95102
C-Bat0.52310.55760.52809

Haberman
BestWorst Average

C-ACO0.4150.4550.424
C-Firefly64.356267.992866.1953
C-Cuckoo1.23761.30371.2581
C-Bat0.43400.50660.4448