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Biogeme 3.3.1 documentation
Biogeme 3.3.1 documentation
  • Install
  • Examples
    • Some simple examples for beginners
      • Estimation of a binary logit model
      • Configuring Biogeme with parameters
      • Importing model specification
      • Estimation results
      • Using the estimated model
      • Data definition for the simple tutorial
      • Model specification for the simple tutorial
    • Biogeme examples for the Swissmetro data
      • Estimation of a logit model
      • Logit model
      • Illustration of additional features of Biogeme
      • Simulation of a logit model
      • Illustration the quick_estimate of Biogeme
      • WESML
      • Heteroscedastic specification
      • Out-of-sample validation
      • Mixture of logit models
      • Mixture of logit
      • Mixture of logit models
      • Simulation of a mixture model
      • Mixture of logit models
      • Mixture of logit models
      • Mixture of logit models
      • Latent class model
      • Box-Cox transforms
      • Nested logit model
      • Nested logit model normalized from bottom
      • Cross-nested logit
      • Cross-nested logit
      • Simulation of a cross-nested logit model
      • Cross-nested logit
      • Mixture of logit with panel data
      • Simulation of panel model
      • Nested logit with corrections for endogeneous sampling
      • Discrete mixture with panel data
      • Discrete mixture with panel data
      • Discrete mixture with panel data
      • Mixture with lognormal distribution
      • Mixture with lognormal distribution
      • Ordinal logit model
      • Ordinal probit model
      • Calculation of individual level parameters
      • Estimation of several models
      • Assisted specification
      • Specification of a catalog of models
      • Re-estimate the Pareto optimal models
      • Assisted specification
      • Specification of a catalog of models
      • Re-estimate the Pareto optimal models
      • Binary logit model
      • Binary probit model
      • Mixture of logit with Halton draws
      • Triangular mixture of logit
      • Triangular mixture with panel data
      • Data preparation for Swissmetro (binary choice)
      • Data preparation for Swissmetro
      • Panel data preparation for Swissmetro
    • Calculating indicators with Biogeme
      • Examples of mathematical expressions
      • Estimation and simulation of a nested logit model
      • Simulation of a choice model
      • Calculation of market shares
      • Calculation of revenues
      • Direct point elasticities
      • Cross point elasticities
      • Arc elasticities
      • Calculation of willingness to pay
      • Specification of a nested logit model
    • Timing function evaluation
      • Timing of a logit model
      • Timing of a cross-nested logit model
      • Timing of a logit model
      • Comparison of execution times
      • Data preparation for Swissmetro
      • Tool for timing an expression
      • Timing of any expression
    • Monte-Carlo integration with Biogeme
      • Specification of the mixtures of logit
      • Simple integral
      • Various integration methods
      • Antithetic draws
      • Antithetic draws explicitly generated
      • Numerical integration
      • Monte-Carlo integration
      • Estimation of mixtures of logit
      • Mixtures of logit with Monte-Carlo 10_000 draws
      • Mixtures of logit with Monte-Carlo 500 draws
      • Mixtures of logit with Monte-Carlo 10_000 antithetic draws
      • Mixtures of logit with Monte-Carlo 500 antithetic draws
      • Mixtures of logit with Monte-Carlo 10_000 Halton draws
      • Mixtures of logit with Monte-Carlo 500 Halton draws
      • Mixtures of logit with Monte-Carlo 10_000 MLHS draws
      • Mixtures of logit with Monte-Carlo 500 MLHS draws
      • Mixtures of logit with Monte-Carlo 10_000 antithetic MLHS draws
      • Mixtures of logit with Monte-Carlo 2000 antithetic MLHS draws
      • Data preparation for Swissmetro
      • Data preparation for Swissmetro: one observation
    • Assisted specification with Biogeme
      • Combination of many specifications
      • Base model
      • Investigation of several choice models
      • Catalog of nonlinear specifications
      • Catalog for alternative specific coefficients
      • Catalog for segmented parameters
      • Segmentations and alternative specific specification
      • Combine many specifications: exception is raised
      • Combine many specifications: assisted specification algorithm
      • One model among many
      • Re-estimation of best models
      • Example of a catalog
    • Sampling of alternatives
      • List of alternatives
      • Compare parameters
      • Logit
      • Nested logit
      • Cross-nested logit
      • Model specification
      • Model specification
      • True parameters
  • Configuration parameters
  • Native draws
  • .biogeme module
    • biogeme.assisted module
    • biogeme.audit_tuple module
    • biogeme.biogeme module
    • biogeme.biogeme_logging module
    • biogeme.calculator module
      • biogeme.calculator.function_call module
      • biogeme.calculator.hessian_calculation module
      • biogeme.calculator.multiple_formula module
      • biogeme.calculator.simple_formula module
      • biogeme.calculator.single_formula module
    • biogeme.catalog module
      • biogeme.catalog.catalog module
      • biogeme.catalog.catalog_iterator module
      • biogeme.catalog.central_controller module
      • biogeme.catalog.configuration module
      • biogeme.catalog.controller module
      • biogeme.catalog.generic_alt_specific_catalog module
      • biogeme.catalog.segmentation_catalog module
      • biogeme.catalog.specification module
    • biogeme.check_parameters module
    • biogeme.cnl module
    • biogeme.constants module
    • biogeme.data module
      • biogeme.data.data module
        • biogeme.data.data..ipynb_checkpoints module
      • biogeme.data.mdcev_data module
      • biogeme.data.optima module
      • biogeme.data.swissmetro module
    • biogeme.database module
      • biogeme.database.audit module
      • biogeme.database.container module
      • biogeme.database.mdcev module
      • biogeme.database.panel module
      • biogeme.database.sampling module
    • biogeme.default_parameters module
    • biogeme.deprecated module
    • biogeme.dict_of_formulas module
    • biogeme.distributions module
    • biogeme.draws module
      • biogeme.draws.factory module
      • biogeme.draws.generators module
      • biogeme.draws.management module
      • biogeme.draws.native_draws module
    • biogeme.exceptions module
    • biogeme.expressions module
      • biogeme.expressions.add_prefix_suffix module
      • biogeme.expressions.audit module
      • biogeme.expressions.base_expressions module
      • biogeme.expressions.belongs_to module
      • biogeme.expressions.beta_parameters module
      • biogeme.expressions.binary_expressions module
      • biogeme.expressions.binary_max module
      • biogeme.expressions.binary_min module
      • biogeme.expressions.collectors module
      • biogeme.expressions.comparison_expressions module
      • biogeme.expressions.conditional_sum module
      • biogeme.expressions.convert module
      • biogeme.expressions.cos module
      • biogeme.expressions.deprecated module
      • biogeme.expressions.derive module
      • biogeme.expressions.divide module
      • biogeme.expressions.draws module
      • biogeme.expressions.elem module
      • biogeme.expressions.elementary_expressions module
      • biogeme.expressions.elementary_types module
      • biogeme.expressions.exp module
      • biogeme.expressions.integrate module
      • biogeme.expressions.jax_utils module
      • biogeme.expressions.linear_utility module
      • biogeme.expressions.log module
      • biogeme.expressions.logical_and module
      • biogeme.expressions.logical_or module
      • biogeme.expressions.logit_expressions module
      • biogeme.expressions.logzero module
      • biogeme.expressions.minus module
      • biogeme.expressions.montecarlo module
      • biogeme.expressions.multiple_expressions module
      • biogeme.expressions.multiple_product module
      • biogeme.expressions.multiple_sum module
      • biogeme.expressions.named_expression module
      • biogeme.expressions.normalcdf module
      • biogeme.expressions.numeric_expressions module
      • biogeme.expressions.numeric_tools module
      • biogeme.expressions.panel_likelihood_trajectory module
      • biogeme.expressions.plus module
      • biogeme.expressions.power module
      • biogeme.expressions.power_constant module
      • biogeme.expressions.random_variable module
      • biogeme.expressions.rename_variables module
      • biogeme.expressions.sin module
      • biogeme.expressions.times module
      • biogeme.expressions.unary_expressions module
      • biogeme.expressions.unary_minus module
      • biogeme.expressions.validation module
      • biogeme.expressions.variable module
      • biogeme.expressions.visitor module
    • biogeme.expressions_registry module
    • biogeme.filenames module
    • biogeme.floating_point module
    • biogeme.function_output module
    • biogeme.likelihood module
      • biogeme.likelihood.bootstrap module
      • biogeme.likelihood.linear_regression module
      • biogeme.likelihood.model_estimation module
      • biogeme.likelihood.negative_likelihood module
    • biogeme.loglikelihood module
    • biogeme.lsh module
    • biogeme.mdcev module
      • biogeme.mdcev.database_utils module
      • biogeme.mdcev.gamma_profile module
      • biogeme.mdcev.generalized module
      • biogeme.mdcev.mdcev module
      • biogeme.mdcev.non_monotonic module
      • biogeme.mdcev.translated module
    • biogeme.model_elements module
      • biogeme.model_elements.audit module
      • biogeme.model_elements.model_elements module
    • biogeme.models module
      • biogeme.models.boxcox module
      • biogeme.models.cnl module
      • biogeme.models.logit module
      • biogeme.models.mev module
      • biogeme.models.nested module
      • biogeme.models.ordered module
      • biogeme.models.piecewise module
    • biogeme.multiobjectives module
    • biogeme.nests module
    • biogeme.optimization module
    • biogeme.parameters module
    • biogeme.partition module
    • biogeme.results module
    • biogeme.results_processing module
      • biogeme.results_processing.compilation module
      • biogeme.results_processing.estimation_results module
      • biogeme.results_processing.f12_output module
      • biogeme.results_processing.html_output module
      • biogeme.results_processing.latex_output module
      • biogeme.results_processing.pandas_output module
      • biogeme.results_processing.pareto module
      • biogeme.results_processing.raw_estimation_results module
      • biogeme.results_processing.recycle_pickle module
      • biogeme.results_processing.variance_covariance module
    • biogeme.sampling_of_alternatives module
      • biogeme.sampling_of_alternatives.choice_set_generation module
      • biogeme.sampling_of_alternatives.generate_model module
      • biogeme.sampling_of_alternatives.sampling_context module
      • biogeme.sampling_of_alternatives.sampling_of_alternatives module
    • biogeme.second_derivatives module
    • biogeme.segmentation module
      • biogeme.segmentation.database module
      • biogeme.segmentation.one_segmentation module
      • biogeme.segmentation.segmentation module
      • biogeme.segmentation.segmentation_context module
      • biogeme.segmentation.segmented_beta module
    • biogeme.tools module
      • biogeme.tools.checks module
      • biogeme.tools.database module
      • biogeme.tools.derivatives module
      • biogeme.tools.ellipse module
      • biogeme.tools.files module
      • biogeme.tools.formatting module
      • biogeme.tools.likelihood_ratio module
      • biogeme.tools.primes module
      • biogeme.tools.serialize_numpy module
      • biogeme.tools.simulate module
      • biogeme.tools.time module
      • biogeme.tools.unique_ids module
    • biogeme.validation module
      • biogeme.validation.cross_validation module
      • biogeme.validation.prepare_validation module
      • biogeme.validation.split_databases module
    • biogeme.validity module
    • biogeme.version module
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Some simple examples for beginnersΒΆ

Estimation of a binary logit model

Estimation of a binary logit model

Configuring Biogeme with parameters

Configuring Biogeme with parameters

Importing model specification

Importing model specification

Estimation results

Estimation results

Using the estimated model

Using the estimated model

Data definition for the simple tutorial

Data definition for the simple tutorial

Model specification for the simple tutorial

Model specification for the simple tutorial
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Estimation of a binary logit model
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Examples
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