Index

B

BaseSystemIdentificationAlgorithm (class in csle_system_identification.base.base_system_identification_algorithm)

C

CHAINS (csle_system_identification.constants.constants.MCMC attribute) CONDITIONAL_DISTRIBUTION (csle_system_identification.constants.constants.SYSTEM_IDENTIFICATION attribute) CONDITIONAL_DISTRIBUTIONS (csle_system_identification.constants.constants.SYSTEM_IDENTIFICATION attribute) csle_system_identification module, [1] csle_system_identification.base module csle_system_identification.base.base_system_identification_algorithm module csle_system_identification.constants module csle_system_identification.constants.constants module csle_system_identification.empirical module csle_system_identification.empirical.empirical_algorithm module csle_system_identification.emulator module csle_system_identification.environment_evaluations module

csle_system_identification.environment_evaluations.stopping_game_emulation_eval module csle_system_identification.environment_evaluations.stopping_game_pomdp_defender_eval module csle_system_identification.expectation_maximization module csle_system_identification.expectation_maximization.expectation_maximization_algorithm module csle_system_identification.gp module csle_system_identification.gp.gp_regression_algorithm module csle_system_identification.job_controllers module csle_system_identification.job_controllers.data_collection_job_manager module csle_system_identification.job_controllers.system_identification_job_manager module csle_system_identification.mcmc module

D

DataCollectionJobManager (class in csle_system_identification.job_controllers.data_collection_job_manager)

DRAWS (csle_system_identification.constants.constants.MCMC attribute)

E

EmpiricalAlgorithm (class in csle_system_identification.empirical.empirical_algorithm) emulation_evaluation() (csle_system_identification.environment_evaluations.stopping_game_emulation_eval.StoppingGameEmulationEval static method) (csle_system_identification.environment_evaluations.stopping_game_pomdp_defender_eval.StoppingGamePomdpDefenderEval static method)

EMULATOR (class in csle_system_identification.constants.constants) Emulator (class in csle_system_identification.emulator) EXPECTATION_MAXIMIZATION (class in csle_system_identification.constants.constants) ExpectationMaximizationAlgorithm (class in csle_system_identification.expectation_maximization.expectation_maximization_algorithm)

F

fit() (csle_system_identification.base.base_system_identification_algorithm.BaseSystemIdentificationAlgorithm method) (csle_system_identification.empirical.empirical_algorithm.EmpiricalAlgorithm method) (csle_system_identification.expectation_maximization.expectation_maximization_algorithm.ExpectationMaximizationAlgorithm method) (csle_system_identification.gp.gp_regression_algorithm.GPRegressionAlgorithm method)

G

GAUSSIAN_PROCESS_REGRESSION (class in csle_system_identification.constants.constants)

GPRegressionAlgorithm (class in csle_system_identification.gp.gp_regression_algorithm)

H

hparam_names() (csle_system_identification.base.base_system_identification_algorithm.BaseSystemIdentificationAlgorithm method) (csle_system_identification.empirical.empirical_algorithm.EmpiricalAlgorithm method) (csle_system_identification.expectation_maximization.expectation_maximization_algorithm.ExpectationMaximizationAlgorithm method) (csle_system_identification.gp.gp_regression_algorithm.GPRegressionAlgorithm method)

I

INFINITY_KL_DIVERGENCE_PLACEHOLDER (csle_system_identification.constants.constants.EMULATOR attribute)

L

LEARNING_RATE (csle_system_identification.constants.constants.GAUSSIAN_PROCESS_REGRESSION attribute)

M

MAXIMUM_TRACES_FOR_DATA_COLLECTION_JOB (csle_system_identification.constants.constants.EMULATOR attribute) MCMC (class in csle_system_identification.constants.constants) METRIC (csle_system_identification.constants.constants.SYSTEM_IDENTIFICATION attribute) METRICS (csle_system_identification.constants.constants.SYSTEM_IDENTIFICATION attribute) module csle_system_identification, [1] csle_system_identification.base csle_system_identification.base.base_system_identification_algorithm csle_system_identification.constants csle_system_identification.constants.constants csle_system_identification.empirical csle_system_identification.empirical.empirical_algorithm csle_system_identification.emulator csle_system_identification.environment_evaluations csle_system_identification.environment_evaluations.stopping_game_emulation_eval csle_system_identification.environment_evaluations.stopping_game_pomdp_defender_eval csle_system_identification.expectation_maximization csle_system_identification.expectation_maximization.expectation_maximization_algorithm csle_system_identification.gp csle_system_identification.gp.gp_regression_algorithm csle_system_identification.job_controllers csle_system_identification.job_controllers.data_collection_job_manager csle_system_identification.job_controllers.system_identification_job_manager csle_system_identification.mcmc

N

NUM_MIXTURES_PER_CONDITIONAL (csle_system_identification.constants.constants.EXPECTATION_MAXIMIZATION attribute)

P

PARAMETERS (csle_system_identification.constants.constants.MCMC attribute)

R

run_action_sequences() (csle_system_identification.emulator.Emulator static method) run_actions() (csle_system_identification.emulator.Emulator static method)

run_data_collection_job() (csle_system_identification.job_controllers.data_collection_job_manager.DataCollectionJobManager static method) run_system_identification_job() (csle_system_identification.job_controllers.system_identification_job_manager.SystemIdentificationJobManager static method)

S

start_data_collection_job_in_background() (csle_system_identification.job_controllers.data_collection_job_manager.DataCollectionJobManager static method) start_system_identification_job_in_background() (csle_system_identification.job_controllers.system_identification_job_manager.SystemIdentificationJobManager static method) StoppingGameEmulationEval (class in csle_system_identification.environment_evaluations.stopping_game_emulation_eval)

StoppingGamePomdpDefenderEval (class in csle_system_identification.environment_evaluations.stopping_game_pomdp_defender_eval) SYSTEM_IDENTIFICATION (class in csle_system_identification.constants.constants) SystemIdentificationJobManager (class in csle_system_identification.job_controllers.system_identification_job_manager)

T

TRAINING_ITERATIONS (csle_system_identification.constants.constants.GAUSSIAN_PROCESS_REGRESSION attribute)