csle_system_identification.gp package

Submodules

csle_system_identification.gp.gp_regression_algorithm module

class csle_system_identification.gp.gp_regression_algorithm.GPRegressionAlgorithm(emulation_env_config: EmulationEnvConfig, emulation_statistics: EmulationStatistics, system_identification_config: SystemIdentificationConfig, system_identification_job: Optional[SystemIdentificationJobConfig] = None)

Bases: BaseSystemIdentificationAlgorithm

Class that implements the system identification procedure using EM

fit() → GPSystemModel

Fits a Gaussian Process for each conditional and metric using the GP regression algorithm

Returns

the fitted model

hparam_names() → List[str]

Returns

the names of the necessary hyperparameters

Module contents