BP Network Model Based on SCLBOA for House Price Forecasting

Table 4

100-dimensional analysis of experimental results.

Function	Algorithm	Best	Worst	Avg	Std
F1	PSO	166.3619	205.7117	184.3892	16.3906
	DE	40.1283	48.2946	43.8668	3.3597
	SCA	21.3722	32.4426	24.5616	4.5361
	BOA	20.9834	22.6447	22.0810	0.7283
	SIBOA	10.9430	16.1625	14.2100	2.3283
	HHO	4.2899	7.8830	6.4240	1.4162
	SCLBOA	6.5225E − 08	3.2177E − 07	2.2888E − 07	9.7767E − 08
F2	PSO	3.8062E − 60	5.3637E − 37	1.0727E − 37	2.3987E − 37
	DE	3.4098E − 14	6.842E − 12	3.3576E − 12	2.9254E − 12
	SCA	1.0787E − 110	2.316E − 100	6.051E − 101	1.0042E − 100
	BOA	1.8496E − 72	2.0661E − 36	4.1322E − 37	9.2399E − 37
	SIBOA	9.9255E − 93	6.7142E − 79	4.0286E − 79	3.6774E − 79
	HHO	7.1246E − 218	7.1246E − 218	7.1246E − 218	0
	SCLBOA	1.2383E − 216	2.056E − 216	1.4769E − 216	0
F3	PSO	90692.9315	140515.2230	118456.9363	20760.1363
	DE	9871.3375	20299.4107	13178.9125	4327.3757
	SCA	620.2451	55904.5248	22780.9838	23313.5681
	BOA	98.8360	98.9177	98.8696	0.0328
	SIBOA	98.5826	98.7606	98.6448	0.0695
	HHO	98.2441	98.2830	98.2658	0.0173
	SCLBOA	0.0006	0.0008	0.0007	7.2565E − 05
F4	PSO	21127.2238	32223.9219	26148.6597	4345.0129
	DE	6282.9754	9259.7245	7784.3796	1258.2453
	SCA	238.3159	4856.4503	1888.1436	1896.3551
	BOA	0.9981	0.9988	0.9984	0.0003
	SIBOA	0.9866	0.9919	0.9887	0.0021
	HHO	0.9985	1.0000	0.9997	0.0007
	SCLBOA	0.2499	0.2500	0.2500	2.7724E − 05
F5	PSO	19.1422	25.6965	22.2168	2.3686
	DE	0.8677	0.9558	0.9204	0.0328
	SCA	0.3738	2.5592	1.2125	0.8094
	BOA	0	0	0	0
	SIBOA	0	0	0	0
	HHO	0	0	0	0
	SCLBOA	0	0	0	0
F6	PSO	2.1051	2.5453	2.3114	0.2214
	DE	1.5428	2.0325	1.7948	0.2451
	SCA	0.9820	1.2824	1.0960	0.1627
	BOA	0.7780	0.9038	0.8356	0.0635
	SIBOA	0.2969	0.3963	0.3317	0.0560
	HHO	0.0313	0.1258	0.0673	0.0512
	SCLBOA	1.9045E − 09	2.2081E − 09	2.0529E − 09	1.5192E − 10
F7	PSO	16.3137	22.2838	19.1493	2.9963
	DE	5.0175	6.9523	6.2227	1.0514
	SCA	9.7129	10.6423	10.2291	0.4732
	BOA	9.9769	9.9950	9.9841	0.0096
	SIBOA	9.9536	9.9616	9.9573	0.0040
	HHO	0.8146	2.4986	1.5703	0.8552
	SCLBOA	1.1533E − 08	1.7277E − 07	9.3842E − 08	8.067E − 08
F8	PSO	51.8956	63.0998	58.4043	5.8180
	DE	18.7263	27.7898	22.0143	5.0177
	SCA	49.7574	63.8980	55.1068	7.6729
	BOA	46.4013	50.9537	48.1928	2.4261
	SIBOA	16.8091	25.6142	21.6965	4.4820
	HHO	0.3503	18.5150	6.7313	10.2167
	SCLBOA	2.5586E − 08	1.2642E − 07	8.7767E − 08	5.4379E − 08