Index

_

__init__() (automata4cps.cps.CPS method) (automata4cps.cps.CPSComponent method)

A

add_event() (automata4cps.automata.Automaton method) add_initial_state() (automata4cps.automata.Automaton method) add_single_transition() (automata4cps.automata.Automaton method) add_state() (automata4cps.automata.Automaton method) add_state_data() (automata4cps.automata.Automaton method) add_states_from() (automata4cps.automata.Automaton method) add_transition() (automata4cps.automata.Automaton method) add_transitions_from() (automata4cps.automata.Automaton method) anomaly_detection() (automata4cps.denta.DENTA method) anomaly_score() (automata4cps.denta.DENTA method) automata4cps module automata4cps.automata module automata4cps.cps module

automata4cps.decisions module automata4cps.denta module automata4cps.discretization module automata4cps.learn module automata4cps.sim module automata4cps.tools module automata4cps.vis module Automaton (class in automata4cps.automata)

B

binary_ordinal_encode() (in module automata4cps.tools)

binary_vector_to_mode() (automata4cps.denta.DENTA method) build_pta() (in module automata4cps.learn)

C

calculate_ad_threshold() (automata4cps.denta.DENTA method) calculate_decision() (automata4cps.decisions.DecisionMaker method) com (automata4cps.cps.CPS attribute) composite_f1_score() (in module automata4cps.tools) compute_purity() (automata4cps.denta.DENTA method) (in module automata4cps.tools)

contrastive_divergence() (automata4cps.denta.DENTA method) CPS (class in automata4cps.cps) CPSComponent (class in automata4cps.cps) create_events_from_signal_vectors() (in module automata4cps.tools)

D

data_list_to_dataframe() (in module automata4cps.tools) DecisionMaker (class in automata4cps.decisions) decode() (automata4cps.denta.DENTA method) DENTA (class in automata4cps.denta) dict_to_csv() (in module automata4cps.tools)

dict_to_df() (in module automata4cps.tools) discrete_event_dynamics() (automata4cps.automata.Automaton method) discrete_state (automata4cps.automata.Automaton property) discrete_states (automata4cps.automata.Automaton property) dsm_loss() (automata4cps.denta.DENTA method)

E

encode() (automata4cps.denta.DENTA method) encode_nominal() (automata4cps.denta.DENTA method) (in module automata4cps.tools) encode_nominal_list_df() (in module automata4cps.tools)

encode_ordinal() (automata4cps.denta.DENTA method) (in module automata4cps.tools) energy() (automata4cps.denta.DENTA method) extend_derivative() (in module automata4cps.tools) extend_states() (in module automata4cps.learn)

F

filter_na_and_constant() (in module automata4cps.tools) filter_signals() (in module automata4cps.tools) find_optimal_threshold_for_f1() (automata4cps.denta.DENTA method) flatten_dict() (in module automata4cps.tools)

flatten_dict_data() (in module automata4cps.tools) flow() (automata4cps.automata.Automaton method) forward() (automata4cps.denta.DENTA method) (automata4cps.denta.LinearRegression method) free_energy() (automata4cps.denta.DENTA method)

G

generate() (automata4cps.denta.DENTA method) generate_random_walk() (in module automata4cps.tools) get_alternatives() (automata4cps.automata.Automaton method) get_auroc() (automata4cps.denta.DENTA method) get_binary_cols() (in module automata4cps.tools) get_decision_making_state() (automata4cps.decisions.DecisionMaker method)

get_num_in() (automata4cps.automata.Automaton method) get_num_out() (automata4cps.automata.Automaton method) get_transition() (automata4cps.automata.Automaton method) get_transitions() (automata4cps.automata.Automaton method) gmm_model() (automata4cps.denta.DENTA method) group_components() (in module automata4cps.tools) group_data_on_discrete_state() (in module automata4cps.tools)

I

id (automata4cps.cps.CPS attribute) in_transitions() (automata4cps.automata.Automaton method) inv() (automata4cps.automata.Automaton method)

is_decision() (automata4cps.automata.Automaton method) is_deterministic() (automata4cps.automata.Automaton method) is_state() (automata4cps.automata.Automaton method) is_transition() (automata4cps.automata.Automaton method)

L

learn_denta_network() (automata4cps.denta.DENTA method) learn_latent_automaton() (automata4cps.denta.DENTA method)

learn_transition_probabilities() (automata4cps.automata.Automaton method) LinearRegression (class in automata4cps.denta)

M

make_random_decision() (automata4cps.decisions.DecisionMaker method) melt_dataframe() (in module automata4cps.tools) module automata4cps automata4cps.automata automata4cps.cps automata4cps.decisions automata4cps.denta automata4cps.discretization automata4cps.learn automata4cps.sim automata4cps.tools automata4cps.vis

mse() (automata4cps.denta.DENTA method)

N

num_h() (automata4cps.denta.DENTA method) num_hidden_layers() (automata4cps.denta.DENTA method) num_modes (automata4cps.automata.Automaton property)

num_occur() (automata4cps.automata.Automaton method) num_timings() (automata4cps.automata.Automaton method) num_transitions (automata4cps.automata.Automaton property) num_x() (automata4cps.denta.DENTA method)

O

optimize() (automata4cps.decisions.DecisionMaker method)

out_transitions() (automata4cps.automata.Automaton method)

P

parent_system (automata4cps.cps.CPS attribute) plot_activation_probabilities() (automata4cps.denta.DENTA method) plot_bipartite_graph() (in module automata4cps.vis) plot_cps() (in module automata4cps.vis) plot_cps_component() (in module automata4cps.vis) plot_cps_plotly() (in module automata4cps.vis) plot_discretization() (automata4cps.denta.DENTA method) plot_error_histogram() (automata4cps.denta.DENTA method) plot_execution_tree() (in module automata4cps.vis) plot_frequency_of_latent_combinations() (automata4cps.denta.DENTA method)

plot_input_space() (automata4cps.denta.DENTA method) plot_learning_curve() (automata4cps.denta.DENTA method) plot_state_transitions() (in module automata4cps.vis) plot_stateflow() (in module automata4cps.vis) plot_timeseries() (in module automata4cps.vis) plot_transition() (in module automata4cps.vis) predict_discrete_mode() (automata4cps.denta.DENTA method) predict_state() (automata4cps.automata.Automaton method) prepare_data() (automata4cps.denta.DENTA method) pretrain_dbn() (automata4cps.denta.DENTA method) print_state() (automata4cps.automata.Automaton method)

R

recon() (automata4cps.denta.DENTA method) recon_error() (automata4cps.denta.DENTA method) reinitialize() (automata4cps.sim.Simulator method) remove_rare_transitions() (automata4cps.automata.Automaton method)

remove_state() (automata4cps.automata.Automaton method) remove_timestamps_without_change() (in module automata4cps.tools) remove_transition() (automata4cps.automata.Automaton method) rename_events() (automata4cps.automata.Automaton method)

S

sample_h() (automata4cps.denta.DENTA method) sample_x() (automata4cps.denta.DENTA method) score() (automata4cps.denta.DENTA method) signal_vector_to_event() (in module automata4cps.tools) signal_vector_to_state() (in module automata4cps.tools) sim_continuous() (automata4cps.automata.Automaton method) simple_learn_from_event_logs() (in module automata4cps.learn) simple_learn_from_signal_updates() (in module automata4cps.learn) simple_learn_from_signal_vectors() (in module automata4cps.learn) simulate() (automata4cps.automata.Automaton method) (automata4cps.sim.Simulator method)

Simulator (class in automata4cps.sim) sparsity() (automata4cps.denta.DENTA method) sparsity_loss() (automata4cps.denta.DENTA method) split_data_on_signal_value() (in module automata4cps.tools) split_train_valid() (in module automata4cps.tools) standardize() (in module automata4cps.tools) state (automata4cps.automata.Automaton property) state_is_deterministic() (automata4cps.automata.Automaton method) step() (automata4cps.automata.Automaton method) stop_condition() (automata4cps.sim.Simulator method)

T

timed_event() (automata4cps.automata.Automaton method) train_model() (automata4cps.denta.LinearRegression method)

train_rbm() (automata4cps.denta.DENTA method) transitions (automata4cps.automata.Automaton property)

U

update_timing_boundaries() (automata4cps.automata.Automaton method)

V

view_graphviz() (in module automata4cps.vis)

W

window() (in module automata4cps.tools)