Index

_

__init__() (Conv1DTranspose method) (OneClassQSVM method) (QSVM method) (StdNormalization method) (StdUnnormalization method) _backend_config (OneClassQSVM attribute) (QSVM attribute) _feature_map_name (OneClassQSVM attribute) (QSVM attribute) _kernel_matrix_test (OneClassQSVM attribute)

_kernel_matrix_train (OneClassQSVM attribute) (QSVM attribute) _nqubits (OneClassQSVM attribute) (QSVM attribute) _quantum_instance (OneClassQSVM attribute) (QSVM attribute) _quantum_kernel (OneClassQSVM attribute) (QSVM attribute) _train_data (OneClassQSVM attribute) (QSVM attribute)

A

activation (Conv1DTranspose attribute) (ParticleAutoencoder attribute)

activation_latent (ParticleAutoencoder attribute)

B

backend (OneClassQSVM property) (QSVM property) backend_config (OneClassQSVM property) (QSVM property)

build_decoder() (ParticleAutoencoder method) build_encoder() (ParticleAutoencoder method)

C

calc_dist() (in module qad.algorithms.kmeans.quantum.dist_calc) calc_overlap() (in module qad.algorithms.kmeans.quantum.dist_calc) calc_z() (in module qad.algorithms.kmeans.quantum.dist_calc) call() (Conv1DTranspose method) (ParticleAutoencoder method) (StdNormalization method) (StdUnnormalization method) compile() (ParticleAutoencoder method) compute_expr_ent_vs_circuit() (in module scripts.kernel_machines.compute_expr_ent) compute_roc_pr_curves() (in module qad.algorithms.kernel_machines.util)

configure_quantum_instance() (in module qad.algorithms.kernel_machines.backend_config) connect_quantum_computer() (in module qad.algorithms.kernel_machines.backend_config) Conv1DTranspose (class in qad.autoencoder.layers) ConvTranspose (Conv1DTranspose attribute) create_oracle_lincombi() (in module qad.algorithms.kmeans.quantum.oracles) create_output_folder() (in module qad.algorithms.kernel_machines.util) create_output_y() (in module qad.algorithms.kernel_machines.data_processing) create_table_for_fixed_TPR() (in module qad.plot) create_threshold_oracle_operator() (in module qad.algorithms.kmeans.quantum.oracles) create_threshold_oracle_set() (in module qad.algorithms.kmeans.quantum.oracles) CustomOneClassSVM (class in qad.algorithms.kernel_machines.one_class_svm)

D

decision_function() (CustomOneClassSVM method) (OneClassQSVM method) (QSVM method)

diffuser() (in module qad.algorithms.kmeans.quantum.grover) DistCalc_DI() (in module qad.algorithms.kmedians.quantum.distance_calc)

E

eval_metrics() (in module qad.algorithms.kernel_machines.util) ExpandChannel (Conv1DTranspose attribute)

export_hyperparameters() (in module qad.algorithms.kernel_machines.util) expr_vs_nqubits() (in module scripts.kernel_machines.compute_expr_ent)

F

feature_map (OneClassQSVM property) (QSVM property) feature_map_name (OneClassQSVM property) (QSVM property) filters (Conv1DTranspose attribute)

find_centroids_GM() (in module qad.algorithms.kmedians.quantum.qkmedians) find_distance_matrix_quantum() (in module qad.algorithms.kmedians.quantum.qkmedians) find_nearest_neighbour_DI() (in module qad.algorithms.kmedians.quantum.qkmedians) fit() (OneClassQSVM method) (QSVM method)

G

geometric_median() (in module qad.algorithms.kmedians.quantum.qkmedians) get_arguments() (in module scripts.kernel_machines.compute_expr_ent) get_backend_configuration() (in module qad.algorithms.kernel_machines.backend_config) get_config() (Conv1DTranspose method) (StdNormalization method) get_data() (in module qad.algorithms.kernel_machines.data_processing) (in module scripts.kernel_machines.compute_expr_ent) get_fpr_around_tpr_point() (in module qad.algorithms.kernel_machines.util) get_FPR_for_fixed_TPR() (in module qad.plot)

get_indices_to_mark() (in module qad.algorithms.kmeans.quantum.oracles) get_kfold_data() (in module qad.algorithms.kernel_machines.data_processing) get_mean_and_error() (in module qad.plot) get_roc_data() (in module qad.plot) get_test_dataset() (in module qad.algorithms.kernel_machines.data_processing) get_train_dataset() (in module qad.algorithms.kernel_machines.data_processing) get_transpiled_kernel_circuit() (OneClassQSVM method) (QSVM method) grover_circuit() (in module qad.algorithms.kmeans.quantum.grover)

H

h5_to_ml_ready_numpy() (in module qad.algorithms.kernel_machines.data_processing)

hardware_run() (in module qad.algorithms.kernel_machines.backend_config)

I

ideal_simulation() (in module qad.algorithms.kernel_machines.backend_config) init_kernel_machine() (in module qad.algorithms.kernel_machines.util)

initialize_centroids() (in module qad.algorithms.kmedians.quantum.qkmedians) input_shape (ParticleAutoencoder attribute)

K

kernel_initializer (Conv1DTranspose attribute) kernel_matrix_train (OneClassQSVM property) (QSVM property)

kernel_n (ParticleAutoencoder attribute) kernel_sz (Conv1DTranspose attribute) (ParticleAutoencoder attribute)

L

latent_dim (ParticleAutoencoder attribute)

load() (ParticleAutoencoder class method) load_model() (in module qad.algorithms.kernel_machines.util)

M

main() (in module scripts.kernel_machines.compute_expr_ent) (in module scripts.kernel_machines.test) (in module scripts.kernel_machines.train) map_to_latent_space() (in module scripts.autoencoder.main_predict_ae) mean_x (StdNormalization attribute) module qad.algorithms.kernel_machines.backend_config qad.algorithms.kernel_machines.data_processing qad.algorithms.kernel_machines.feature_map_circuits qad.algorithms.kernel_machines.util qad.algorithms.kmeans.quantum.dist_calc qad.algorithms.kmeans.quantum.grover qad.algorithms.kmeans.quantum.oracles qad.algorithms.kmedians.quantum.distance_calc qad.algorithms.kmedians.quantum.qkmedians qad.plot scripts.kernel_machines.compute_expr_ent

N

noisy_simulation() (in module qad.algorithms.kernel_machines.backend_config) normalize() (in module qad.algorithms.kmeans.quantum.dist_calc)

nqubits (OneClassQSVM property) (QSVM property)

O

OneClassQSVM (class in qad.algorithms.kernel_machines.one_class_qsvm)

overlap_circuit() (in module qad.algorithms.kmeans.quantum.dist_calc)

P

pad_input() (in module qad.algorithms.kmedians.quantum.distance_calc) ParticleAutoencoder (class in qad.autoencoder.autoencoder) phi_amp() (in module qad.algorithms.kmeans.quantum.dist_calc) phi_circuit() (in module qad.algorithms.kmeans.quantum.dist_calc) plot_ROC_kfold_mean() (in module qad.plot) plot_score_distributions() (in module qad.algorithms.kernel_machines.util)

predict() (CustomOneClassSVM method) (OneClassQSVM method) prepare_circs() (in module scripts.kernel_machines.compute_expr_ent) print_accuracy_scores() (in module qad.algorithms.kernel_machines.util) print_model_info() (in module qad.algorithms.kernel_machines.util) psi_amp() (in module qad.algorithms.kmeans.quantum.dist_calc) psi_circuit() (in module qad.algorithms.kmeans.quantum.dist_calc)

Q

qad.algorithms.kernel_machines.backend_config module qad.algorithms.kernel_machines.data_processing module qad.algorithms.kernel_machines.feature_map_circuits module qad.algorithms.kernel_machines.util module qad.algorithms.kmeans.quantum.dist_calc module qad.algorithms.kmeans.quantum.grover module

qad.algorithms.kmeans.quantum.oracles module qad.algorithms.kmedians.quantum.distance_calc module qad.algorithms.kmedians.quantum.qkmedians module qad.plot module QSVM (class in qad.algorithms.kernel_machines.qsvm) quantum_instance (OneClassQSVM property) (QSVM property) quantum_kernel (OneClassQSVM property) (QSVM property)

R

reshaper() (in module qad.algorithms.kernel_machines.data_processing)

run_circuit() (in module qad.algorithms.kmeans.quantum.dist_calc)

S

save_backend_properties() (OneClassQSVM method) (QSVM method) save_circuit_physical_layout() (OneClassQSVM method) (QSVM method) save_model() (in module qad.algorithms.kernel_machines.util) score() (CustomOneClassSVM method) (OneClassQSVM method) (QSVM method)

scripts.kernel_machines.compute_expr_ent module split_sig_bkg() (in module qad.algorithms.kernel_machines.data_processing) SqueezeChannel (Conv1DTranspose attribute) std_x (StdNormalization attribute) StdNormalization (class in qad.autoencoder.layers) StdUnnormalization (class in qad.autoencoder.layers)

T

test_step() (ParticleAutoencoder method) time_and_exec() (in module qad.algorithms.kernel_machines.backend_config)

train() (in module scripts.autoencoder.main_train_ae) train_qkmedians() (in module scripts.kmedians.train_qkmedians) train_step() (ParticleAutoencoder method)

U

u_dense_encoding() (in module qad.algorithms.kernel_machines.feature_map_circuits) (in module scripts.kernel_machines.compute_expr_ent) u_dense_encoding_all() (in module qad.algorithms.kernel_machines.feature_map_circuits) (in module scripts.kernel_machines.compute_expr_ent)

u_dense_encoding_no_ent() (in module qad.algorithms.kernel_machines.feature_map_circuits) (in module scripts.kernel_machines.compute_expr_ent)

V

var_kernel_vs_nqubits() (in module scripts.kernel_machines.compute_expr_ent)

X

x_mean_stdev (ParticleAutoencoder attribute)