.. _sphx_glr_auto_examples_swissmetro: Biogeme examples for the Swissmetro data **************************************** You find here several examples of models that can be estimated and simulated with Biogeme. .. raw:: html
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b01logit_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b01logit.py` .. raw:: html
Estimation of a logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b01logit_all_algos_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b01logit_all_algos.py` .. raw:: html
Logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b01logit_bis_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b01logit_bis.py` .. raw:: html
Illustration of additional features of Biogeme
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b01logit_simul_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b01logit_simul.py` .. raw:: html
Simulation of a logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b02weight_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b02weight.py` .. raw:: html
WESML
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b03scale_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b03scale.py` .. raw:: html
Heteroscedastic specification
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b04validation_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b04validation.py` .. raw:: html
Out-of-sample validation
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b05normal_mixture_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b05normal_mixture.py` .. raw:: html
Mixture of logit models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b05normal_mixture_all_algos_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b05normal_mixture_all_algos.py` .. raw:: html
Mixture of logit
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b05normal_mixture_integral_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b05normal_mixture_integral.py` .. raw:: html
Mixture of logit models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b05normal_mixture_simul_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b05normal_mixture_simul.py` .. raw:: html
Simulation of a mixture model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b06unif_mixture_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b06unif_mixture.py` .. raw:: html
Mixture of logit models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b06unif_mixture_MHLS_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b06unif_mixture_MHLS.py` .. raw:: html
Mixture of logit models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b06unif_mixture_integral_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b06unif_mixture_integral.py` .. raw:: html
Mixture of logit models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b07discrete_mixture_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b07discrete_mixture.py` .. raw:: html
Latent class model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b08boxcox_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b08boxcox.py` .. raw:: html
Box-Cox transforms
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b09nested_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b09nested.py` .. raw:: html
Nested logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b09nested_old_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b09nested_old.py` .. raw:: html
Nested logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b10nested_bottom_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b10nested_bottom.py` .. raw:: html
Nested logit model normalized from bottom
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b10nested_bottom_old_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b10nested_bottom_old.py` .. raw:: html
Nested logit model normalized from bottom
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b11cnl_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b11cnl.py` .. raw:: html
Cross-nested logit
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b11cnl_old_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b11cnl_old.py` .. raw:: html
Cross-nested logit (old syntax)
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b11cnl_simul_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b11cnl_simul.py` .. raw:: html
Simulation of a cross-nested logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b11cnl_sparse_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b11cnl_sparse.py` .. raw:: html
Cross-nested logit
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b12panel_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b12panel.py` .. raw:: html
Mixture of logit with panel data
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b12panel_flat_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b12panel_flat.py` .. raw:: html
Mixture of logit with panel data
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b13panel_simul_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b13panel_simul.py` .. raw:: html
Simulation of panel model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b14nested_endogenous_sampling_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b14nested_endogenous_sampling.py` .. raw:: html
Nested logit with corrections for endogeneous sampling
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b15panel_discrete_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b15panel_discrete.py` .. raw:: html
Discrete mixture with panel data
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b15panel_discrete_bis_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b15panel_discrete_bis.py` .. raw:: html
Discrete mixture with panel data
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b16panel_discrete_socio_eco_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b16panel_discrete_socio_eco.py` .. raw:: html
Discrete mixture with panel data
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b17lognormal_mixture_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b17lognormal_mixture.py` .. raw:: html
Mixture with lognormal distribution
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b17lognormal_mixture_integral_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b17lognormal_mixture_integral.py` .. raw:: html
Mixture with lognormal distribution
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b18ordinal_logit_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b18ordinal_logit.py` .. raw:: html
Ordinal logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b18ordinal_probit_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b18ordinal_probit.py` .. raw:: html
Ordinal probit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b19individual_level_parameters_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b19individual_level_parameters.py` .. raw:: html
Calculation of individual level parameters
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b20multiple_models_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b20multiple_models.py` .. raw:: html
Estimation of several models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b21multiple_models_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b21multiple_models.py` .. raw:: html
Assisted specification
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b21multiple_models_spec_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b21multiple_models_spec.py` .. raw:: html
Specification of a catalog of models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b21process_pareto_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b21process_pareto.py` .. raw:: html
Re-estimate the Pareto optimal models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b22multiple_models_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b22multiple_models.py` .. raw:: html
Assisted specification
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b22multiple_models_spec_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b22multiple_models_spec.py` .. raw:: html
Specification of a catalog of models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b22process_pareto_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b22process_pareto.py` .. raw:: html
Re-estimate the Pareto optimal models
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b23binary_logit_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b23binary_logit.py` .. raw:: html
Binary logit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b23binary_probit_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b23binary_probit.py` .. raw:: html
Binary probit model
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b24halton_mixture_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b24halton_mixture.py` .. raw:: html
Mixture of logit with Halton draws
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b25triangular_mixture_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b25triangular_mixture.py` .. raw:: html
Triangular mixture of logit
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_plot_b26triangular_panel_mixture_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_plot_b26triangular_panel_mixture.py` .. raw:: html
Triangular mixture with panel data
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_swissmetro_binary_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_swissmetro_binary.py` .. raw:: html
Data preparation for Swissmetro (binary choice)
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_swissmetro_data_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_swissmetro_data.py` .. raw:: html
Data preparation for Swissmetro
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.. only:: html .. image:: /auto_examples/swissmetro/images/thumb/sphx_glr_swissmetro_panel_thumb.png :alt: :ref:`sphx_glr_auto_examples_swissmetro_swissmetro_panel.py` .. raw:: html
Panel data preparation for Swissmetro
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.. toctree:: :hidden: /auto_examples/swissmetro/plot_b01logit /auto_examples/swissmetro/plot_b01logit_all_algos /auto_examples/swissmetro/plot_b01logit_bis /auto_examples/swissmetro/plot_b01logit_simul /auto_examples/swissmetro/plot_b02weight /auto_examples/swissmetro/plot_b03scale /auto_examples/swissmetro/plot_b04validation /auto_examples/swissmetro/plot_b05normal_mixture /auto_examples/swissmetro/plot_b05normal_mixture_all_algos /auto_examples/swissmetro/plot_b05normal_mixture_integral /auto_examples/swissmetro/plot_b05normal_mixture_simul /auto_examples/swissmetro/plot_b06unif_mixture /auto_examples/swissmetro/plot_b06unif_mixture_MHLS /auto_examples/swissmetro/plot_b06unif_mixture_integral /auto_examples/swissmetro/plot_b07discrete_mixture /auto_examples/swissmetro/plot_b08boxcox /auto_examples/swissmetro/plot_b09nested /auto_examples/swissmetro/plot_b09nested_old /auto_examples/swissmetro/plot_b10nested_bottom /auto_examples/swissmetro/plot_b10nested_bottom_old /auto_examples/swissmetro/plot_b11cnl /auto_examples/swissmetro/plot_b11cnl_old /auto_examples/swissmetro/plot_b11cnl_simul /auto_examples/swissmetro/plot_b11cnl_sparse /auto_examples/swissmetro/plot_b12panel /auto_examples/swissmetro/plot_b12panel_flat /auto_examples/swissmetro/plot_b13panel_simul /auto_examples/swissmetro/plot_b14nested_endogenous_sampling /auto_examples/swissmetro/plot_b15panel_discrete /auto_examples/swissmetro/plot_b15panel_discrete_bis /auto_examples/swissmetro/plot_b16panel_discrete_socio_eco /auto_examples/swissmetro/plot_b17lognormal_mixture /auto_examples/swissmetro/plot_b17lognormal_mixture_integral /auto_examples/swissmetro/plot_b18ordinal_logit /auto_examples/swissmetro/plot_b18ordinal_probit /auto_examples/swissmetro/plot_b19individual_level_parameters /auto_examples/swissmetro/plot_b20multiple_models /auto_examples/swissmetro/plot_b21multiple_models /auto_examples/swissmetro/plot_b21multiple_models_spec /auto_examples/swissmetro/plot_b21process_pareto /auto_examples/swissmetro/plot_b22multiple_models /auto_examples/swissmetro/plot_b22multiple_models_spec /auto_examples/swissmetro/plot_b22process_pareto /auto_examples/swissmetro/plot_b23binary_logit /auto_examples/swissmetro/plot_b23binary_probit /auto_examples/swissmetro/plot_b24halton_mixture /auto_examples/swissmetro/plot_b25triangular_mixture /auto_examples/swissmetro/plot_b26triangular_panel_mixture /auto_examples/swissmetro/swissmetro_binary /auto_examples/swissmetro/swissmetro_data /auto_examples/swissmetro/swissmetro_panel