Integrated Model of Joint Residence-Workplace Location Choice and Commute Behavior Using Latent Class and Mixed Logit Methods

Table 4

Estimation results of the LCM.

Latent class	1	2	3	4	Variable values
Residence location
1	0.057	0.477	0.018	0.000	Xicheng
2	0.052	0.486	0.140	0.000	Dongcheng
3	0.001	0.000	0.019	0.131	Chongwen
4	0.004	0.018	0.000	0.079	Xuanwu
5	0.411	0.002	0.000	0.000	Haidian
6	0.364	0.005	0.821	0.001	Chaoyang
7	0.051	0.004	0.002	0.480	Fengtai
8	0.060	0.008	0.000	0.309	Shijingshan
Workplace
1	0.092	0.218	0.000	0.024	Xicheng
2	0.092	0.225	0.205	0.004	Dongcheng
3	0.015	0.014	0.011	0.094	Chongwen
4	0.016	0.037	0.000	0.106	Xuanwu
5	0.306	0.167	0.000	0.002	Haidian
6	0.440	0.278	0.784	0.000	Chaoyang
7	0.030	0.048	0.000	0.469	Fengtai
8	0.009	0.013	0.000	0.301	Shijingshan
Commute distance
1	0.215	0.083	0.377	0.332	<4
2	0.338	0.406	0.500	0.523	4–8
3	0.158	0.256	0.086	0.111	8–12
4	0.138	0.125	0.023	0.012	12–16
5	0.070	0.068	0.014	0.017	16–20
6	0.081	0.062	0.000	0.005	>20
Commute mode
1	0.097	0.031	0.198	0.133	Walk
2	0.307	0.214	0.439	0.524	Bicycle
3	0.235	0.286	0.165	0.114	Bus
4	0.061	0.063	0.000	0.000	Subway
5	0.300	0.406	0.199	0.229	Car
Household monthly income
1	0.156	0.068	0.158	0.308	<2500
2	0.250	0.198	0.269	0.330	2501–3500
3	0.313	0.406	0.269	0.341	3501–5500
4	0.281	0.328	0.305	0.021	>5500
Latent class probability	47.55%	11.00%	21.30%	20.15%