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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
    • Biogeme examples for hybrid choice models
      • Specification of the choice model
      • Likelihood function
      • Specification of the continuous measurement equations
      • Specification of the discrete measurement equations
      • Data preparation for Optima
      • MIMIC (Multiple Indicators Multiple Causes) model
      • Estimation of the choice model
      • Estimation of the hybrid choice model
      • Read of estimate
      • Relevant data for the hybrid choice model
      • Specification of the structural equations
    • 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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biogeme.likelihood moduleΒΆ

  • biogeme.likelihood.bootstrap module
    • bootstrap()
  • biogeme.likelihood.linear_regression module
    • build_linear_terms()
    • build_normalized_formula()
    • regression_likelihood()
    • regression_loglikelihood()
  • biogeme.likelihood.model_estimation module
    • AlgorithmResults
    • model_estimation()
    • optimization()
  • biogeme.likelihood.negative_likelihood module
    • NegativeLikelihood
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biogeme.likelihood.bootstrap module
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biogeme.function_output module
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