csle_system_identification.expectation_maximization package

Submodules

csle_system_identification.expectation_maximization.expectation_maximization_algorithm module

class csle_system_identification.expectation_maximization.expectation_maximization_algorithm.ExpectationMaximizationAlgorithm(emulation_env_config: EmulationEnvConfig, emulation_statistics: EmulationStatistics, system_identification_config: SystemIdentificationConfig, system_identification_job: Optional[SystemIdentificationJobConfig] = None)[source]

Bases: BaseSystemIdentificationAlgorithm

Class that implements the system identification procedure using EM

fit() → GaussianMixtureSystemModel[source]

Fits a Gaussian Mixture Distribution for each conditional and metric using the EM algorithm

Returns

the fitted model

hparam_names() → List[str][source]
Returns

the names of the necessary hyperparameters

Module contents