Index

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__init__() (voiage.metamodels.ActiveLearningMetamodel method) (voiage.metamodels.EnsembleMetamodel method) __post_init__() (voiage.schema.DecisionOption method) (voiage.schema.DynamicSpec method) (voiage.schema.ParameterSet method) (voiage.schema.PortfolioSpec method) (voiage.schema.PortfolioStudy method) (voiage.schema.TrialDesign method) (voiage.schema.ValueArray method)

A

ActiveLearningMetamodel (class in voiage.metamodels)

adaptive_evsi() (in module voiage.methods.adaptive) arms (voiage.schema.TrialDesign attribute), [1]

B

BARTMetamodel (class in voiage.metamodels)

bayesian_adaptive_trial_simulator() (in module voiage.methods.adaptive) budget_constraint (voiage.schema.PortfolioSpec attribute), [1]

C

calculate_diagnostics() (in module voiage.metamodels) calculate_nma_consistency() (in module voiage.methods.network_nma) check_parameter_samples() (in module voiage.methods.basic)

compare_metamodels() (in module voiage.metamodels) cost (voiage.schema.PortfolioStudy attribute), [1] cross_validate() (in module voiage.metamodels)

D

dataset (voiage.schema.ParameterSet attribute) (voiage.schema.ValueArray attribute) DecisionAnalysis (class in voiage.analysis)

DecisionOption (class in voiage.schema) design (voiage.schema.PortfolioStudy attribute), [1] DynamicSpec (class in voiage.schema)

E

enbs() (in module voiage.methods.sample_information) (voiage.analysis.DecisionAnalysis method) EnsembleMetamodel (class in voiage.metamodels) evpi() (in module voiage.methods.basic) (voiage.analysis.DecisionAnalysis method)

evppi() (in module voiage.methods.basic) (voiage.analysis.DecisionAnalysis method) evsi() (in module voiage.methods.sample_information) evsi_nma() (in module voiage.methods.network_nma)

F

fit() (voiage.metamodels.ActiveLearningMetamodel method) (voiage.metamodels.BARTMetamodel method) (voiage.metamodels.EnsembleMetamodel method) (voiage.metamodels.FlaxMetamodel method) (voiage.metamodels.GAMMetamodel method) (voiage.metamodels.Metamodel method) (voiage.metamodels.PyTorchNNMetamodel method) (voiage.metamodels.RandomForestMetamodel method) (voiage.metamodels.TinyGPMetamodel method)

FlaxMetamodel (class in voiage.metamodels) from_jax() (voiage.schema.ParameterSet class method) (voiage.schema.ValueArray class method) from_numpy() (voiage.schema.ValueArray class method) from_numpy_or_dict() (voiage.schema.ParameterSet class method)

G

GAMMetamodel (class in voiage.metamodels)

J

jax_parameters (voiage.schema.ParameterSet property)

jax_values (voiage.schema.ValueArray property)

M

Metamodel (class in voiage.metamodels) MLP (class in voiage.metamodels) module voiage.analysis voiage.metamodels voiage.methods voiage.methods.adaptive voiage.methods.basic voiage.methods.calibration voiage.methods.network_nma voiage.methods.observational voiage.methods.portfolio voiage.methods.sample_information voiage.methods.sequential voiage.methods.structural voiage.schema

N

n_samples (voiage.schema.ParameterSet property) (voiage.schema.ValueArray property)

n_strategies (voiage.schema.ValueArray property) name (voiage.schema.DecisionOption attribute), [1] (voiage.schema.PortfolioStudy attribute), [1]

P

parameter_names (voiage.schema.ParameterSet property) parameters (voiage.schema.ParameterSet property) ParameterSet (class in voiage.schema) portfolio_voi() (in module voiage.methods.portfolio) PortfolioSpec (class in voiage.schema) PortfolioStudy (class in voiage.schema) predict() (voiage.metamodels.ActiveLearningMetamodel method) (voiage.metamodels.BARTMetamodel method) (voiage.metamodels.EnsembleMetamodel method) (voiage.metamodels.FlaxMetamodel method) (voiage.metamodels.GAMMetamodel method) (voiage.metamodels.Metamodel method) (voiage.metamodels.PyTorchNNMetamodel method) (voiage.metamodels.RandomForestMetamodel method) (voiage.metamodels.TinyGPMetamodel method)

PyTorchNNMetamodel (class in voiage.metamodels)

R

RandomForestMetamodel (class in voiage.metamodels) rmse() (voiage.metamodels.ActiveLearningMetamodel method) (voiage.metamodels.BARTMetamodel method) (voiage.metamodels.EnsembleMetamodel method) (voiage.metamodels.FlaxMetamodel method) (voiage.metamodels.GAMMetamodel method) (voiage.metamodels.Metamodel method) (voiage.metamodels.PyTorchNNMetamodel method) (voiage.metamodels.RandomForestMetamodel method) (voiage.metamodels.TinyGPMetamodel method)

S

sample_size (voiage.schema.DecisionOption attribute), [1] score() (voiage.metamodels.ActiveLearningMetamodel method) (voiage.metamodels.BARTMetamodel method) (voiage.metamodels.EnsembleMetamodel method) (voiage.metamodels.FlaxMetamodel method) (voiage.metamodels.GAMMetamodel method) (voiage.metamodels.Metamodel method) (voiage.metamodels.PyTorchNNMetamodel method) (voiage.metamodels.RandomForestMetamodel method) (voiage.metamodels.TinyGPMetamodel method) sequential_voi() (in module voiage.methods.sequential)

simulate_nma_network_data() (in module voiage.methods.network_nma) sophisticated_adaptive_trial_simulator() (in module voiage.methods.adaptive) sophisticated_calibration_modeler() (in module voiage.methods.calibration) sophisticated_nma_model_evaluator() (in module voiage.methods.network_nma) strategy_names (voiage.schema.ValueArray property) streaming_evpi() (voiage.analysis.DecisionAnalysis method) streaming_evppi() (voiage.analysis.DecisionAnalysis method) structural_evpi() (in module voiage.methods.structural) structural_evpi_jit() (in module voiage.methods.structural) structural_evppi() (in module voiage.methods.structural) structural_evppi_jit() (in module voiage.methods.structural) studies (voiage.schema.PortfolioSpec attribute), [1]

T

time_steps (voiage.schema.DynamicSpec attribute), [1] TinyGPMetamodel (class in voiage.metamodels)

total_sample_size (voiage.schema.TrialDesign property) TrialDesign (class in voiage.schema)

U

update_with_new_data() (voiage.analysis.DecisionAnalysis method)

V

ValueArray (class in voiage.schema) values (voiage.schema.ValueArray property) voi_calibration() (in module voiage.methods.calibration) voi_observational() (in module voiage.methods.observational) voiage.analysis module voiage.metamodels module voiage.methods module voiage.methods.adaptive module voiage.methods.basic module voiage.methods.calibration module

voiage.methods.network_nma module voiage.methods.observational module voiage.methods.portfolio module voiage.methods.sample_information module voiage.methods.sequential module voiage.methods.structural module voiage.schema module