csle_system_identification.empirical package

Submodules

csle_system_identification.empirical.empirical_algorithm module

class csle_system_identification.empirical.empirical_algorithm.EmpiricalAlgorithm(emulation_env_config: csle_common.dao.emulation_config.emulation_env_config.EmulationEnvConfig, emulation_statistics: csle_common.dao.system_identification.emulation_statistics.EmulationStatistics, system_identification_config: csle_common.dao.system_identification.system_identification_config.SystemIdentificationConfig, system_identification_job: Optional[csle_common.dao.jobs.system_identification_job_config.SystemIdentificationJobConfig] = None)[source]

Bases: csle_system_identification.base.base_system_identification_algorithm.BaseSystemIdentificationAlgorithm

Class that implements the system identification procedure using empirical distributions

fit() → csle_common.dao.system_identification.empirical_system_model.EmpiricalSystemModel[source]

Fits an empirical distribution for each conditional and metric

Returns: the fitted model

hparam_names() → List[str][source]

Returns: the names of the necessary hyperparameters

csle_system_identification.empirical package

Submodules

csle_system_identification.empirical.empirical_algorithm module

Module contents