Table 3 Model comparisons.
Model 1: OLS | Model 2: GWR | Model 3: MGWR | |||||
---|---|---|---|---|---|---|---|
β(SE) | \(\overline{\upbeta }\)(\(\overline{{\text{SE}} }\)) | Bandwidths | \(\overline{\upbeta }\)(\(\overline{{\text{SE}} }\)) | Bandwidths | |||
Gender | − 0.141** (0.058) | − 0.143* (0.068) | 214 | − 0.153** (0.056) | 241 | ||
Age | 0.076 (0.083) | 0.042 (0.098) | 214 | 0.021 (0.087) | 236 | ||
Edu | 0.112 (0.080) | 0.110 (0.101) | 214 | 0.012 (0.179) | 46 | ||
Hukou | − 0.156*** (0.059) | − 0.121* (0.066) | 214 | − 0.106* (0.063) | 235 | ||
Marriage | − 0.094 (0.069) | − 0.151 (0.084) | 214 | − 0.149 (0.093) | 145 | ||
Income | − 0.245*** (0.074) | − 0.228*** (0.085) | 214 | − 0.119 (0.079) | 245 | ||
Size | − 0.016(0.073) | − 0.119 (0.094) | 214 | − 0.107 (0.077) | 245 | ||
Housing | 0.167** (0.065) | 0.179* (0.082) | 214 | 0.170 (0.99) | 131 | ||
Politics | 0.233*** (0.079) | 0.286** (0.104) | 214 | 0.313** (0.102) | 173 | ||
Permit | 0.094 (0.064) | 0.132 (0.079) | 214 | 0.147 (0.075) | 205 | ||
Welfare | − 0.050 (0.064) | − 0.027 (0.078) | 214 | 0.025 (0.071) | 223 | ||
Medicine | 0.020 (0.058) | 0.005 (0.073) | 214 | 0.007 (0.057) | 245 | ||
Friends | 0.223*** (0.069) | 0.150 (0.085) | 214 | 0.127 (0.124) | 83 | ||
Activities | 0.029(0.080) | 0.084 (0.098) | 214 | 0.093 (0.076) | 245 | ||
Stress | 0.072 (0.070) | 0.051 (0.102) | 214 | 0.059 (0.072) | 245 | ||
Government | 0.014 (0.074) | − 0.052 (0.093) | 214 | − 0.030 (0.071) | 245 | ||
Intercept | − 0.000(0.052) | − 0.006(0.069) | 214 | − 0.016 (0.126) | 72 | ||
R2 | 0.366 | 0.506 | 0.619 | ||||
Adj. R2 | 0.322 | 0.417 | 0.514 | ||||
AICc | 624.981 | 615.717 | 598.862 | ||||
Log-likelihood | − 292.984 | − 262.378 | − 230.463 |