A Hybrid Monkey Search Algorithm for Clustering Analysis

Table 13

Results obtained by the algorithms for 20 different runs on all data sets.

Data	Algorithm	Best	Worst	Mean	Standard
Art1	ABC-MA	1743.9480	1744.3474	1743.9808	9.7602𝑒−02
	CABC	1744.3744	1806.3827	1761.7068	18.5067
	CPSO	1809.5543	2286.7642	2047.9576	124.0067
Art2	ABC-MA	515.7625	515.7789	515.7666	4.2299𝑒−03
	CABC	515.7630	516.5988	515.9431	2.3931𝑒−01
	CPSO	516.0698	545.4675	528.0076	9.3073
Iris	ABC-MA	96.6555	96.6669	96.6585	3.4742𝑒−03
	CABC	96.6628	97.0046	96.7316	7.8682𝑒−02
	CPSO	96.7162	98.6912	97.5429	5.1969𝑒−01
TAE	ABC-MA	1490.9267	1492.0138	1491.2534	4.9518𝑒−01
	CABC	1491.4669	1496.5907	1492.9128	1.3067
	CPSO	1496.5634	1569.6627	1527.5663	21.1686
Wine	ABC-MA	1629.23445	16297.4038	16293.9540	1.4439
	CABC	16293.2331	16362.7169	16319.2327	21.3326
	CPSO	16314.9904	16466.6525	16348.7576	38.2761
Seeds	ABC-MA	311.7978	311.8233	311.8022	6.0881𝑒−03
	CABC	311.8818	312.9164	312.3053	2.5000𝑒−01
	CPSO	313.7370	329.2068	319.9072	4.5295
Glass	ABC-MA	210.6761	215.4373	212.9199	1.3425
	CABC	211.8449	224.0604	218.1447	2.8634
	CPSO	229.3021	259.5530	241.4084	7.1331
Heart	ABC-MA	10622.9825	10626.6454	10623.1926	8.1864𝑒−01
	CABC	10623.3633	10638.2251	10628.6231	4.5226
	CPSO	10662.0268	10942.4004	10776.0596	78.6768
Haberman’s survival	ABC-MA	2566.9889	2567.0176	2566.9935	8.1381𝑒−03
	CABC	2566.9889	2567.8249	2567.1982	3.7121𝑒−01
	CPSO	2567.0174	2586.5513	2568.7706	4.2520
Balance scale	ABC-MA	1423.8243	1425.6662	1424.3613	8.1978𝑒−01
	CABC	1424.0427	1426.2748	1424.8791	7.6287𝑒−01
	CPSO	1430.1559	1461.8830	1438.6882	7.8186
Cancer	ABC-MA	2964.3870	2964.7352	2964.4065	7.7529𝑒−02
	CABC	2964.3870	2969.6338	2965.9663	1.6876
	CPSO	2968.3197	2982.2263	2975.5734	3.8311
CMC	ABC-MA	5693.7360	5694.4571	5693.9155	2.1077𝑒−01
	CABC	5695.5832	5733.9873	5705.0531	10.7000
	CPSO	5787.0284	6149.9020	5945.6423	95.2041