biogeme 3.2.8 [2021-07-26]

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

This file has automatically been generated on 2021-07-26 22:21:52.893281

Report file:	12panel.html
Database name:	swissmetro

Estimation report

Number of estimated parameters:	8
Sample size:	752
Observations:	6768
Excluded observations:	3960
Init log likelihood:	-4796.857
Final log likelihood:	-3573.555
Likelihood ratio test for the init. model:	2446.605
Rho-square for the init. model:	0.255
Rho-square-bar for the init. model:	0.253
Akaike Information Criterion:	7163.11
Bayesian Information Criterion:	7200.092
Final gradient norm:	2.9574E-03
Number of draws:	100000
Draws generation time:	0:02:25.574120
Types of draws:	['ASC_CAR_RND: NORMAL_ANTI', 'ASC_SM_RND: NORMAL_ANTI', 'ASC_TRAIN_RND: NORMAL_ANTI', 'B_TIME_RND: NORMAL_ANTI']
Nbr of threads:	36
Algorithm:	Newton with trust region for simple bound constraints
Proportion analytical hessian:	100.0%
Relative projected gradient:	1.107666e-06
Relative change:	0.0035386694197304673
Number of iterations:	16
Number of function evaluations:	41
Number of gradient evaluations:	13
Number of hessian evaluations:	13
Cause of termination:	Relative gradient = 1.1e-06 <= 6.1e-06
Optimization time:	3:26:38.486798

Estimated parameters

Name	Value	Std err	t-test	p-value	Rob. Std err	Rob. t-test	Rob. p-value
ASC_CAR	0.407	0.214	1.9	0.0569	0.246	1.66	0.0973
ASC_CAR_S	3.96	0.247	16	0	0.317	12.5	0
ASC_SM_S	1.01	0.454	2.23	0.0258	0.524	1.93	0.0535
ASC_TRAIN	-0.422	0.226	-1.86	0.0623	0.238	-1.77	0.077
ASC_TRAIN_S	2.43	0.309	7.86	3.77e-15	0.34	7.15	8.7e-13
B_COST	-3.79	0.207	-18.3	0	0.288	-13.2	0
B_TIME	-6.03	0.301	-20	0	0.359	-16.8	0
B_TIME_S	3.73	0.224	16.7	0	0.234	15.9	0

Correlation of coefficients

Coefficient1	Coefficient2	Covariance	Correlation	t-test	p-value	Rob. cov.	Rob. corr.	Rob. t-test	Rob. p-value
ASC_CAR_S	ASC_CAR	-0.00602	-0.114	10.3	0	-0.0271	-0.348	7.66	1.84e-14
ASC_SM_S	ASC_CAR	0.0203	0.21	1.32	0.188	0.0485	0.377	1.24	0.215
ASC_SM_S	ASC_CAR_S	-0.0217	-0.194	-5.3	1.17e-07	-0.0661	-0.398	-4.14	3.43e-05
ASC_TRAIN	ASC_CAR	0.0142	0.293	-3.17	0.00155	0.0231	0.394	-3.11	0.00187
ASC_TRAIN	ASC_CAR_S	0.00378	0.0677	-13.6	0	0.00545	0.0721	-11.4	0
ASC_TRAIN	ASC_SM_S	0.0277	0.27	-3.19	0.00141	0.0357	0.286	-2.81	0.00492
ASC_TRAIN_S	ASC_CAR	-0.01	-0.151	5.04	4.71e-07	-0.0265	-0.317	4.23	2.34e-05
ASC_TRAIN_S	ASC_CAR_S	0.00884	0.116	-4.11	4e-05	0.0268	0.249	-3.8	0.000148
ASC_TRAIN_S	ASC_SM_S	-0.083	-0.592	2.08	0.0378	-0.114	-0.64	1.81	0.0709
ASC_TRAIN_S	ASC_TRAIN	-0.0405	-0.58	5.98	2.28e-09	-0.0493	-0.609	5.48	4.31e-08
B_COST	ASC_CAR	0.00589	0.133	-15.1	0	-0.00217	-0.0308	-10.9	0
B_COST	ASC_CAR_S	-0.0313	-0.614	-19	0	-0.00534	-0.0586	-17.6	0
B_COST	ASC_SM_S	-0.0108	-0.115	-9.23	0	-0.0655	-0.435	-6.87	6.57e-12
B_COST	ASC_TRAIN	-0.00447	-0.0956	-10.5	0	-0.0136	-0.198	-8.24	2.22e-16
B_COST	ASC_TRAIN_S	0.0025	0.0391	-17	0	0.0302	0.309	-16.7	0
B_TIME	ASC_CAR	-0.0156	-0.243	-15.7	0	-0.0374	-0.424	-12.5	0
B_TIME	ASC_CAR_S	-0.0342	-0.46	-21.3	0	-0.0241	-0.212	-18.9	0
B_TIME	ASC_SM_S	-0.0112	-0.0821	-12.5	0	-0.0614	-0.327	-9.7	0
B_TIME	ASC_TRAIN	-0.0272	-0.4	-12.7	0	-0.0435	-0.508	-10.7	0
B_TIME	ASC_TRAIN_S	0.00564	0.0606	-20.2	0	0.036	0.295	-20.4	0
B_TIME	B_COST	0.0299	0.48	-8.27	2.22e-16	0.0577	0.559	-7.22	5.07e-13
B_TIME_S	ASC_CAR	0.00716	0.15	11.6	0	0.022	0.382	12.4	0
B_TIME_S	ASC_CAR_S	0.023	0.418	-0.909	0.363	0.0148	0.2	-0.653	0.514
B_TIME_S	ASC_SM_S	0.00646	0.0637	5.52	3.45e-08	0.0421	0.344	5.49	3.91e-08
B_TIME_S	ASC_TRAIN	0.0137	0.272	15.3	0	0.0267	0.479	17.2	0
B_TIME_S	ASC_TRAIN_S	-0.00709	-0.103	3.25	0.00116	-0.0244	-0.307	2.77	0.00553
B_TIME_S	B_COST	-0.0202	-0.438	20.6	0	-0.0368	-0.547	16.4	0
B_TIME_S	B_TIME	-0.0507	-0.754	19.8	0	-0.0787	-0.936	16.7	0

Smallest eigenvalue: 3.72712

Largest eigenvalue: 80.7282

Condition number: 21.6596