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Implement a CovariatePopulationModel #228
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A
CovariatePopulationModel
extendsPopulationModel
andPopulationModel
and an instance of aCovariateModel
.covariates
which accepts the an array-like object of shape(n, c)
, wheren
is the number of individuals andc
the number of covariates.Extending the
PopulationModel
will lead to problems with theReducedPopulationModel
and theHierarchicalLogLikelihood
, where we have to distinguish the covariate model from the simple model.Make ReducedModel compatible with the covariate model by optionally allowing to pass covariates and introduce internal bookleeping variable. In the hierarchical model we first check for popmodels and next for covariate dependence.
Make sure that the
CovariatePopulationModel
works withHierarchicalLogLikelihood
PopulationPredictiveModel
PosteriorPredictiveModel
ProblemModellingController
set_data
set_covariate_model
(Will not be implemented. Is unnecessary because CovariatePopulationModels can just be constructed manually and set withset_population_model
).get_predictive_model
get_log_posterior
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