biogeme 2.5 [Mon Jun 20 11:51:48 CEST 2016]

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Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

This file has automatically been generated on Mon Jun 20 12:02:01 2016

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Report file:	04latentChoiceSeq.html
Sample file:	../optima.dat

Estimation report

Number of estimated parameters:	10
Sample size:	1906
Data processing time:	00:00
Excluded observations:	359
Init log likelihood:	-2093.955
Final log likelihood:	-1174.054
Likelihood ratio test for the init. model:	1839.802
Rho-square for the init. model:	0.439
Rho-square-bar for the init. model:	0.435
Final gradient norm:	+1.242e-04
Diagnostic:	Normal termination. Obj: 6.05545e-06 Const: 6.05545e-06
Iterations:	51
Run time:	00:24
Nbr of threads:	12

Estimated parameters

Click on the headers of the columns to sort the table [Credits]

Name	Value	Std err	t-test	p-value		Robust Std err	Robust t-test	p-value
ASC_CAR	0.617	0.152	4.06	0.00		0.149	4.14	0.00
ASC_SM	0.0304	0.209	0.15	0.88	*	0.296	0.10	0.92	*
BETA_COST_HWH	-1.79	0.311	-5.74	0.00		0.534	-3.35	0.00
BETA_COST_OTHER	-1.20	0.337	-3.56	0.00		0.849	-1.41	0.16	*
BETA_DIST	-1.42	0.124	-11.42	0.00		0.360	-3.93	0.00
BETA_TIME_CAR_CL	-0.401	0.150	-2.68	0.01		0.291	-1.38	0.17	*
BETA_TIME_CAR_REF	-13.5	2.18	-6.18	0.00		4.25	-3.17	0.00
BETA_TIME_PT_CL	0.662	0.348	1.90	0.06	*	1.05	0.63	0.53	*
BETA_TIME_PT_REF	-3.15	0.968	-3.25	0.00		2.02	-1.56	0.12	*
BETA_WAITING_TIME	-0.0519	0.0149	-3.49	0.00		0.0307	-1.69	0.09	*

Correlation of coefficients

Click on the headers of the columns to sort the table [Credits]

Coefficient1	Coefficient2	Covariance	Correlation	t-test	p-value		Rob. cov.	Rob. corr.	Rob. t-test	p-value
ASC_CAR	BETA_TIME_PT_CL	-0.00263	-0.0498	-0.11	0.91	*	-0.0200	-0.127	-0.04	0.97	*
BETA_COST_OTHER	BETA_DIST	0.00844	0.202	0.65	0.51	*	0.0920	0.301	0.27	0.79	*
ASC_SM	BETA_WAITING_TIME	-0.000228	-0.0732	0.39	0.70	*	0.00137	0.151	0.28	0.78	*
ASC_SM	BETA_TIME_PT_CL	-0.0111	-0.153	-1.46	0.14	*	-0.0842	-0.270	-0.54	0.59	*
BETA_COST_HWH	BETA_TIME_PT_REF	0.00171	0.00568	1.34	0.18	*	0.0268	0.0249	0.66	0.51	*
BETA_TIME_PT_CL	BETA_WAITING_TIME	-0.00275	-0.533	2.00	0.04		-0.0272	-0.841	0.66	0.51	*
BETA_COST_HWH	BETA_DIST	0.00767	0.199	-1.19	0.23	*	0.0543	0.282	-0.67	0.50	*
BETA_COST_HWH	BETA_COST_OTHER	0.0278	0.265	-1.50	0.13	*	0.145	0.321	-0.70	0.49	*
BETA_COST_OTHER	BETA_TIME_CAR_CL	-0.0203	-0.403	-1.90	0.06	*	-0.209	-0.849	-0.72	0.47	*
BETA_COST_OTHER	BETA_TIME_PT_REF	-0.101	-0.311	1.74	0.08	*	-0.980	-0.572	0.75	0.45	*
BETA_DIST	BETA_TIME_PT_REF	0.0460	0.384	1.87	0.06	*	0.319	0.438	0.92	0.36	*
ASC_SM	BETA_TIME_CAR_CL	-0.00976	-0.312	1.47	0.14	*	-0.0147	-0.170	0.96	0.34	*
BETA_COST_OTHER	BETA_TIME_PT_CL	-0.0862	-0.737	-2.91	0.00		-0.820	-0.917	-1.00	0.32	*
BETA_TIME_CAR_CL	BETA_WAITING_TIME	-0.000363	-0.163	-2.28	0.02		-0.00647	-0.725	-1.11	0.27	*
BETA_TIME_CAR_CL	BETA_TIME_PT_CL	0.0345	0.662	-3.90	0.00		0.267	0.872	-1.31	0.19	*
BETA_COST_OTHER	BETA_WAITING_TIME	0.00207	0.415	-3.46	0.00		0.0213	0.817	-1.39	0.16	*
BETA_TIME_CAR_CL	BETA_TIME_PT_REF	-0.0111	-0.0767	2.77	0.01		0.238	0.405	1.43	0.15	*
ASC_SM	BETA_COST_OTHER	0.0146	0.207	3.43	0.00		0.0527	0.210	1.46	0.14	*
ASC_SM	BETA_TIME_PT_REF	0.0580	0.286	3.42	0.00		-0.200	-0.334	1.49	0.14	*
BETA_TIME_PT_REF	BETA_WAITING_TIME	-0.00616	-0.429	-3.18	0.00		-0.0360	-0.581	-1.52	0.13	*
BETA_DIST	BETA_TIME_PT_CL	-0.00222	-0.0514	-5.54	0.00		-0.0403	-0.106	-1.81	0.07	*
BETA_DIST	BETA_TIME_CAR_CL	-0.00426	-0.230	-4.72	0.00		-0.0403	-0.385	-1.87	0.06	*
ASC_CAR	BETA_TIME_PT_REF	0.0647	0.440	4.13	0.00		0.0821	0.273	1.90	0.06	*
ASC_CAR	ASC_SM	0.0202	0.634	3.60	0.00		0.00765	0.173	1.91	0.06	*
BETA_COST_HWH	BETA_TIME_PT_CL	-0.0104	-0.0963	-5.01	0.00		-0.103	-0.182	-1.93	0.05	*
BETA_COST_HWH	BETA_TIME_CAR_CL	0.00463	0.0995	-4.18	0.00		-0.0179	-0.115	-2.18	0.03
ASC_CAR	BETA_COST_OTHER	0.00709	0.139	5.19	0.00		0.0337	0.266	2.21	0.03
ASC_SM	BETA_DIST	-0.00798	-0.307	5.27	0.00		-0.0659	-0.618	2.45	0.01
BETA_TIME_CAR_REF	BETA_TIME_PT_REF	1.29	0.612	-5.85	0.00		3.25	0.379	-2.61	0.01
BETA_TIME_PT_CL	BETA_TIME_PT_REF	0.177	0.526	4.54	0.00		1.61	0.758	2.72	0.01
ASC_CAR	BETA_TIME_CAR_CL	-0.00677	-0.298	4.19	0.00		-0.0138	-0.318	2.78	0.01
BETA_COST_HWH	BETA_TIME_CAR_REF	0.101	0.148	5.42	0.00		0.789	0.348	2.85	0.00
BETA_TIME_CAR_CL	BETA_TIME_CAR_REF	-0.179	-0.548	5.77	0.00		-0.746	-0.604	2.95	0.00
BETA_TIME_CAR_REF	BETA_TIME_PT_CL	-0.143	-0.189	-6.22	0.00		-1.27	-0.283	-3.03	0.00
BETA_DIST	BETA_TIME_CAR_REF	0.154	0.569	5.71	0.00		1.23	0.802	3.04	0.00
ASC_SM	BETA_COST_HWH	0.00547	0.0840	5.05	0.00		0.00745	0.0472	3.04	0.00
BETA_COST_OTHER	BETA_TIME_CAR_REF	0.212	0.289	5.82	0.00		1.68	0.467	3.12	0.00
ASC_SM	BETA_TIME_CAR_REF	0.112	0.245	6.31	0.00		-0.209	-0.167	3.13	0.00
BETA_TIME_CAR_REF	BETA_WAITING_TIME	0.00705	0.218	-6.16	0.00		0.0566	0.435	-3.17	0.00
BETA_COST_HWH	BETA_WAITING_TIME	0.000620	0.134	-5.61	0.00		0.00504	0.308	-3.31	0.00
ASC_CAR	BETA_TIME_CAR_REF	0.0652	0.197	6.53	0.00		0.259	0.409	3.36	0.00
BETA_DIST	BETA_WAITING_TIME	0.000219	0.119	-11.08	0.00		0.00246	0.223	-3.85	0.00
ASC_CAR	BETA_WAITING_TIME	-0.000461	-0.204	4.30	0.00		0.000222	0.0485	4.44	0.00
ASC_CAR	BETA_COST_HWH	0.00419	0.0887	7.20	0.00		0.0169	0.212	4.60	0.00
ASC_CAR	BETA_DIST	0.00261	0.138	11.15	0.00		0.0229	0.426	6.24	0.00

Smallest singular value: 0.189157