Table 9 Execution time for determining the initial centers using K-Means, FEKM, MCKM, MFQ and FLCS.

From: An efficient framework for obtaining the initial cluster centers

Data sets

K-means

FEKM

MCKM

MFQ

FLCS

Iris

0.000030

0.15787

0.00243

0.01866

0.00398

Balance

0.000030

3.03097

0.01759

0.01068

0.01332

Abalone

0.000039

5.01312

0.04713

5.34933

0.06515

Seed

0.000026

0.33564

0.00392

0.83359

0.00258

TAE

0.000032

0.16324

0.00243

0.02514

0.00607

Wine

0.000035

0.22144

0.00268

0.06315

0.00511

Glass

0.000028

0.35372

0.00318

1.30522

0.00266

Mushroom

0.000041

5.25642

0.07466

6.02473

0.04643

Adult

0.000052

8.23141

0.31084

10.32981

0.25333

Haberman

0.000021

0.67761

0.00275

0.01307

0.00174