BP Network Model Based on SCLBOA for House Price Forecasting

Table 3

30-dimensional analysis of experimental results.

Function	Algorithm	Best	Worst	Avg	Std
F1	PSO	181.0466	307.1147	254.8166	46.0806
	DE	33.9266	49.3303	44.5132	6.3153
	SCA	23.9701	70.5908	41.5468	21.2888
	BOA	21.4097	23.1179	22.4268	0.6297
	SIBOA	17.6355	21.6636	19.7345	1.6576
	HHO	10.6009	17.8826	14.6023	2.7722
	SCLBOA	2.442E − 05	3.2606E − 05	2.7866E − 05	2.9876E − 06
F2	PSO	9.0741E − 44	2.0754E − 31	4.1508E − 32	9.2814E − 32
	DE	5.9582E − 12	5.2214E − 11	2.3922E − 11	2.0591E − 11
	SCA	2.6114E − 98	6.7331E − 95	1.5011E − 95	2.9398E − 95
	BOA	1.3086E − 55	5.9319E − 20	1.1864E − 20	2.6528E − 20
	SIBOA	1.4789E − 74	7.6676E − 53	1.5335E − 53	3.4291E − 53
	HHO	7.1246E − 218	7.1246E − 218	7.1246E − 218	0
	SCLBOA	1.6537E − 216	6.728E − 216	4.6404E − 216	0
F3	PSO	140239.9167	243377.7711	195488.8397	44764.0715
	DE	11839.8713	35188.7375	23764.3119	10714.2515
	SCA	2277.7938	290472.4339	99063.1951	118202.1576
	BOA	98.8842	98.9504	98.9070	0.0265
	SIBOA	98.8251	98.9378	98.8675	0.0422
	HHO	98.5189	98.6574	98.5958	0.0521
	SCLBOA	0.0571	0.0837	0.0749	0.0103
F4	PSO	35632.7692	67202.0223	46545.5662	12160.8160
	DE	3852.1301	13770.3416	8823.3375	4093.7086
	SCA	330.1615	39322.9625	9019.2035	17021.1627
	BOA	0.9985	0.9993	0.9989	0.0003
	SIBOA	0.9950	0.9979	0.9965	0.0011
	HHO	0.9989	1.0000	0.9997	0.0005
	SCLBOA	0.2526	0.2533	0.2528	0.0003
F5	PSO	52.5303	93.1237	75.2543	15.8363
	DE	0.9282	0.9851	0.9639	0.0228
	SCA	2.0739	11.6098	5.3512	3.8515
	BOA	0	0	0	0
	SIBOA	0	0	0	0
	HHO	0	0	0	0
	SCLBOA	0	0	0	0
F6	PSO	2.6915	4.3265	3.6479	0.7616
	DE	1.5783	2.5096	2.1159	0.3542
	SCA	1.1047	1.5366	1.3326	0.1570
	BOA	0.8182	1.0525	0.9715	0.0915
	SIBOA	0.5146	0.7051	0.6039	0.0789
	HHO	0.1357	0.6058	0.2748	0.1915
	SCLBOA	3.0132E − 07	7.0776E − 06	1.8989E − 06	2.9017E − 06
F7	PSO	23.6924	30.0171	26.6267	2.6927
	DE	5.7179	8.8331	7.5446	1.2827
	SCA	9.8780	10.7831	10.2416	0.3511
	BOA	9.9811	9.9942	9.9879	0.0049
	SIBOA	9.9762	9.9935	9.9837	0.0064
	HHO	2.9914	7.4718	5.4866	2.2858
	SCLBOA	1.995E − 07	6.4009E − 06	3.6767E − 06	2.4289E − 06
F8	PSO	65.2500	96.4219	80.7352	13.9351
	DE	22.6352	30.5916	27.4761	3.0171
	SCA	55.6301	64.542	60.6603	3.9797
	BOA	47.4816	63.2023	58.2287	6.3632
	SIBOA	28.5665	53.8007	44.8094	9.8536
	HHO	1.1811	39.8297	9.7527	16.8752
	SCLBOA	9.8249E − 06	2.8067E − 05	1.8968E − 05	7.7381E − 06