leaspy package
Subpackages
- leaspy.algo package
- leaspy.datasets package
- leaspy.io package
- leaspy.models package
- Subpackages
- Submodules
- Module contents
AbstractModel
AbstractModel.check_noise_model_compatibility()
AbstractModel.compute_canonical_loss_tensorized()
AbstractModel.compute_individual_ages_from_biomarker_values()
AbstractModel.compute_individual_ages_from_biomarker_values_tensorized()
AbstractModel.compute_individual_attachment_tensorized()
AbstractModel.compute_individual_tensorized()
AbstractModel.compute_individual_trajectory()
AbstractModel.compute_jacobian_tensorized()
AbstractModel.compute_model_sufficient_statistics()
AbstractModel.compute_regularity_individual_parameters()
AbstractModel.compute_regularity_individual_realization()
AbstractModel.compute_regularity_population_realization()
AbstractModel.compute_regularity_realization()
AbstractModel.compute_regularity_variable()
AbstractModel.compute_sufficient_statistics()
AbstractModel.dimension
AbstractModel.features
AbstractModel.get_individual_random_variable_information()
AbstractModel.get_individual_variable_names()
AbstractModel.get_population_random_variable_information()
AbstractModel.get_population_variable_names()
AbstractModel.initialize()
AbstractModel.load_hyperparameters()
AbstractModel.load_parameters()
AbstractModel.move_to_device()
AbstractModel.noise_model
AbstractModel.save()
AbstractModel.time_reparametrization()
AbstractModel.to_dict()
AbstractModel.update_model_parameters_burn_in()
AbstractModel.update_model_parameters_normal()
AbstractModel.update_parameters_burn_in()
AbstractModel.update_parameters_normal()
AbstractModel.validate_compatibility_of_dataset()
AbstractMultivariateModel
AbstractMultivariateModel.check_noise_model_compatibility()
AbstractMultivariateModel.compute_appropriate_ordinal_model()
AbstractMultivariateModel.compute_canonical_loss_tensorized()
AbstractMultivariateModel.compute_individual_ages_from_biomarker_values()
AbstractMultivariateModel.compute_individual_ages_from_biomarker_values_tensorized()
AbstractMultivariateModel.compute_individual_attachment_tensorized()
AbstractMultivariateModel.compute_individual_tensorized()
AbstractMultivariateModel.compute_individual_trajectory()
AbstractMultivariateModel.compute_jacobian_tensorized()
AbstractMultivariateModel.compute_mean_traj()
AbstractMultivariateModel.compute_model_sufficient_statistics()
AbstractMultivariateModel.compute_ordinal_model_sufficient_statistics()
AbstractMultivariateModel.compute_ordinal_pdf_from_ordinal_sf()
AbstractMultivariateModel.compute_regularity_individual_parameters()
AbstractMultivariateModel.compute_regularity_individual_realization()
AbstractMultivariateModel.compute_regularity_population_realization()
AbstractMultivariateModel.compute_regularity_realization()
AbstractMultivariateModel.compute_regularity_variable()
AbstractMultivariateModel.compute_sufficient_statistics()
AbstractMultivariateModel.dimension
AbstractMultivariateModel.features
AbstractMultivariateModel.get_additional_ordinal_population_random_variable_information()
AbstractMultivariateModel.get_individual_random_variable_information()
AbstractMultivariateModel.get_individual_variable_names()
AbstractMultivariateModel.get_ordinal_parameters_updates_from_sufficient_statistics()
AbstractMultivariateModel.get_population_random_variable_information()
AbstractMultivariateModel.get_population_variable_names()
AbstractMultivariateModel.initialize()
AbstractMultivariateModel.initialize_MCMC_toolbox()
AbstractMultivariateModel.is_ordinal
AbstractMultivariateModel.is_ordinal_ranking
AbstractMultivariateModel.load_hyperparameters()
AbstractMultivariateModel.load_parameters()
AbstractMultivariateModel.move_to_device()
AbstractMultivariateModel.noise_model
AbstractMultivariateModel.ordinal_infos
AbstractMultivariateModel.postprocess_model_estimation()
AbstractMultivariateModel.save()
AbstractMultivariateModel.time_reparametrization()
AbstractMultivariateModel.to_dict()
AbstractMultivariateModel.update_MCMC_toolbox()
AbstractMultivariateModel.update_model_parameters_burn_in()
AbstractMultivariateModel.update_model_parameters_normal()
AbstractMultivariateModel.update_ordinal_population_random_variable_information()
AbstractMultivariateModel.update_parameters_burn_in()
AbstractMultivariateModel.update_parameters_normal()
AbstractMultivariateModel.validate_compatibility_of_dataset()
BaseModel
ConstantModel
ConstantModel.compute_individual_trajectory()
ConstantModel.dimension
ConstantModel.features
ConstantModel.get_hyperparameters()
ConstantModel.hyperparameters_ok()
ConstantModel.initialize()
ConstantModel.load_hyperparameters()
ConstantModel.load_parameters()
ConstantModel.save()
ConstantModel.validate_compatibility_of_dataset()
GenericModel
GenericModel.compute_individual_trajectory()
GenericModel.dimension
GenericModel.features
GenericModel.get_hyperparameters()
GenericModel.hyperparameters_ok()
GenericModel.initialize()
GenericModel.load_hyperparameters()
GenericModel.load_parameters()
GenericModel.save()
GenericModel.validate_compatibility_of_dataset()
LMEModel
ModelFactory
MultivariateModel
MultivariateModel.SUBTYPES_SUFFIXES
MultivariateModel.check_noise_model_compatibility()
MultivariateModel.compute_appropriate_ordinal_model()
MultivariateModel.compute_canonical_loss_tensorized()
MultivariateModel.compute_individual_ages_from_biomarker_values()
MultivariateModel.compute_individual_ages_from_biomarker_values_tensorized()
MultivariateModel.compute_individual_ages_from_biomarker_values_tensorized_logistic()
MultivariateModel.compute_individual_attachment_tensorized()
MultivariateModel.compute_individual_tensorized()
MultivariateModel.compute_individual_tensorized_linear()
MultivariateModel.compute_individual_tensorized_logistic()
MultivariateModel.compute_individual_trajectory()
MultivariateModel.compute_jacobian_tensorized()
MultivariateModel.compute_jacobian_tensorized_linear()
MultivariateModel.compute_jacobian_tensorized_logistic()
MultivariateModel.compute_mean_traj()
MultivariateModel.compute_model_sufficient_statistics()
MultivariateModel.compute_ordinal_model_sufficient_statistics()
MultivariateModel.compute_ordinal_pdf_from_ordinal_sf()
MultivariateModel.compute_regularity_individual_parameters()
MultivariateModel.compute_regularity_individual_realization()
MultivariateModel.compute_regularity_population_realization()
MultivariateModel.compute_regularity_realization()
MultivariateModel.compute_regularity_variable()
MultivariateModel.compute_sufficient_statistics()
MultivariateModel.dimension
MultivariateModel.features
MultivariateModel.get_additional_ordinal_population_random_variable_information()
MultivariateModel.get_individual_random_variable_information()
MultivariateModel.get_individual_variable_names()
MultivariateModel.get_ordinal_parameters_updates_from_sufficient_statistics()
MultivariateModel.get_population_random_variable_information()
MultivariateModel.get_population_variable_names()
MultivariateModel.initialize()
MultivariateModel.initialize_MCMC_toolbox()
MultivariateModel.is_ordinal
MultivariateModel.is_ordinal_ranking
MultivariateModel.load_hyperparameters()
MultivariateModel.load_parameters()
MultivariateModel.move_to_device()
MultivariateModel.noise_model
MultivariateModel.ordinal_infos
MultivariateModel.postprocess_model_estimation()
MultivariateModel.save()
MultivariateModel.time_reparametrization()
MultivariateModel.to_dict()
MultivariateModel.update_MCMC_toolbox()
MultivariateModel.update_model_parameters_burn_in()
MultivariateModel.update_model_parameters_normal()
MultivariateModel.update_ordinal_population_random_variable_information()
MultivariateModel.update_parameters_burn_in()
MultivariateModel.update_parameters_normal()
MultivariateModel.validate_compatibility_of_dataset()
MultivariateParallelModel
MultivariateParallelModel.check_noise_model_compatibility()
MultivariateParallelModel.compute_appropriate_ordinal_model()
MultivariateParallelModel.compute_canonical_loss_tensorized()
MultivariateParallelModel.compute_individual_ages_from_biomarker_values()
MultivariateParallelModel.compute_individual_ages_from_biomarker_values_tensorized()
MultivariateParallelModel.compute_individual_attachment_tensorized()
MultivariateParallelModel.compute_individual_tensorized()
MultivariateParallelModel.compute_individual_trajectory()
MultivariateParallelModel.compute_jacobian_tensorized()
MultivariateParallelModel.compute_mean_traj()
MultivariateParallelModel.compute_model_sufficient_statistics()
MultivariateParallelModel.compute_ordinal_model_sufficient_statistics()
MultivariateParallelModel.compute_ordinal_pdf_from_ordinal_sf()
MultivariateParallelModel.compute_regularity_individual_parameters()
MultivariateParallelModel.compute_regularity_individual_realization()
MultivariateParallelModel.compute_regularity_population_realization()
MultivariateParallelModel.compute_regularity_realization()
MultivariateParallelModel.compute_regularity_variable()
MultivariateParallelModel.compute_sufficient_statistics()
MultivariateParallelModel.dimension
MultivariateParallelModel.features
MultivariateParallelModel.get_additional_ordinal_population_random_variable_information()
MultivariateParallelModel.get_individual_random_variable_information()
MultivariateParallelModel.get_individual_variable_names()
MultivariateParallelModel.get_ordinal_parameters_updates_from_sufficient_statistics()
MultivariateParallelModel.get_population_random_variable_information()
MultivariateParallelModel.get_population_variable_names()
MultivariateParallelModel.initialize()
MultivariateParallelModel.initialize_MCMC_toolbox()
MultivariateParallelModel.is_ordinal
MultivariateParallelModel.is_ordinal_ranking
MultivariateParallelModel.load_hyperparameters()
MultivariateParallelModel.load_parameters()
MultivariateParallelModel.move_to_device()
MultivariateParallelModel.noise_model
MultivariateParallelModel.ordinal_infos
MultivariateParallelModel.postprocess_model_estimation()
MultivariateParallelModel.save()
MultivariateParallelModel.time_reparametrization()
MultivariateParallelModel.to_dict()
MultivariateParallelModel.update_MCMC_toolbox()
MultivariateParallelModel.update_model_parameters_burn_in()
MultivariateParallelModel.update_model_parameters_normal()
MultivariateParallelModel.update_ordinal_population_random_variable_information()
MultivariateParallelModel.update_parameters_burn_in()
MultivariateParallelModel.update_parameters_normal()
MultivariateParallelModel.validate_compatibility_of_dataset()
UnivariateModel
UnivariateModel.SUBTYPES_SUFFIXES
UnivariateModel.attributes
UnivariateModel.check_noise_model_compatibility()
UnivariateModel.compute_appropriate_ordinal_model()
UnivariateModel.compute_canonical_loss_tensorized()
UnivariateModel.compute_individual_ages_from_biomarker_values()
UnivariateModel.compute_individual_ages_from_biomarker_values_tensorized()
UnivariateModel.compute_individual_ages_from_biomarker_values_tensorized_logistic()
UnivariateModel.compute_individual_attachment_tensorized()
UnivariateModel.compute_individual_tensorized()
UnivariateModel.compute_individual_tensorized_linear()
UnivariateModel.compute_individual_tensorized_logistic()
UnivariateModel.compute_individual_trajectory()
UnivariateModel.compute_jacobian_tensorized()
UnivariateModel.compute_jacobian_tensorized_linear()
UnivariateModel.compute_jacobian_tensorized_logistic()
UnivariateModel.compute_mean_traj()
UnivariateModel.compute_model_sufficient_statistics()
UnivariateModel.compute_ordinal_model_sufficient_statistics()
UnivariateModel.compute_ordinal_pdf_from_ordinal_sf()
UnivariateModel.compute_regularity_individual_parameters()
UnivariateModel.compute_regularity_individual_realization()
UnivariateModel.compute_regularity_population_realization()
UnivariateModel.compute_regularity_realization()
UnivariateModel.compute_regularity_variable()
UnivariateModel.compute_sufficient_statistics()
UnivariateModel.dimension
UnivariateModel.features
UnivariateModel.get_additional_ordinal_population_random_variable_information()
UnivariateModel.get_individual_random_variable_information()
UnivariateModel.get_individual_variable_names()
UnivariateModel.get_ordinal_parameters_updates_from_sufficient_statistics()
UnivariateModel.get_population_random_variable_information()
UnivariateModel.get_population_variable_names()
UnivariateModel.initialize()
UnivariateModel.initialize_MCMC_toolbox()
UnivariateModel.is_initialized
UnivariateModel.is_ordinal
UnivariateModel.is_ordinal_ranking
UnivariateModel.load_hyperparameters()
UnivariateModel.load_parameters()
UnivariateModel.move_to_device()
UnivariateModel.noise_model
UnivariateModel.ordinal_infos
UnivariateModel.parameters
UnivariateModel.postprocess_model_estimation()
UnivariateModel.save()
UnivariateModel.source_dimension
UnivariateModel.time_reparametrization()
UnivariateModel.to_dict()
UnivariateModel.update_MCMC_toolbox()
UnivariateModel.update_model_parameters_burn_in()
UnivariateModel.update_model_parameters_normal()
UnivariateModel.update_ordinal_population_random_variable_information()
UnivariateModel.update_parameters_burn_in()
UnivariateModel.update_parameters_normal()
UnivariateModel.validate_compatibility_of_dataset()
- leaspy.utils package