Index

A

ActivationFunctions (class in deepensemble.utils.utils_functions) adadelta() (in module deepensemble.utils.update_functions) adagrad() (in module deepensemble.utils.update_functions) add_cost_ensemble() (deepensemble.models.ensemblemodel.EnsembleModel method) add_layer() (deepensemble.models.sequential.Sequential method) ambiguity() (deepensemble.utils.utils_functions.DiversityFunctions static method) append_comment() (deepensemble.models.model.Model method) append_cost() (deepensemble.models.model.Model method) append_data() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.metrics.basemetrics.EnsembleMetrics method) (deepensemble.metrics.regressionmetrics.EnsembleMetrics method)

append_metric() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.metrics.basemetrics.EnsembleMetrics method) (deepensemble.metrics.regressionmetrics.EnsembleMetrics method) append_model() (deepensemble.models.ensemblemodel.EnsembleModel method) append_prediction() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.metrics.basemetrics.EnsembleMetrics method) (deepensemble.metrics.regressionmetrics.EnsembleMetrics method) append_prediction_per_model() (deepensemble.metrics.basemetrics.EnsembleMetrics method) (deepensemble.metrics.regressionmetrics.EnsembleMetrics method) append_reg() (deepensemble.models.model.Model method) append_score() (deepensemble.models.model.Model method) append_update() (deepensemble.models.model.Model method) AverageCombiner (class in deepensemble.combiner.averagecombiner)

B

BaseMetrics (class in deepensemble.metrics.basemetrics) batch_eval() (deepensemble.models.model.Model method)

bias() (deepensemble.utils.utils_functions.DiversityFunctions static method)

C

classification_report() (deepensemble.metrics.classifiermetrics.ClassifierMetrics method) ClassifierMetrics (class in deepensemble.metrics.classifiermetrics) coincident_failure() (in module deepensemble.metrics.diversitymetrics) compile() (deepensemble.models.ensemblemodel.EnsembleModel method) (deepensemble.models.model.Model method) (deepensemble.models.wrapper.Wrapper method) contingency_table() (in module deepensemble.metrics.diversitymetrics) conv1d_mc0() (in module deepensemble.layers.conv) convolution() (deepensemble.layers.conv.Convolution1D method) (deepensemble.layers.conv.Convolution2D method) (deepensemble.layers.conv.ConvolutionBase method)

Convolution1D (class in deepensemble.layers.conv) Convolution2D (class in deepensemble.layers.conv) ConvolutionBase (class in deepensemble.layers.conv) copy_kind_of_model() (deepensemble.models.model.Model method) correlation_coefficient() (in module deepensemble.metrics.diversitymetrics) cross_entropy() (deepensemble.utils.utils_functions.ITLFunctions static method) (in module deepensemble.utils.cost_functions)

D

deepensemble.combiner.averagecombiner (module), [1] deepensemble.combiner.geometriccombiner (module), [1] deepensemble.combiner.modelcombiner (module) deepensemble.combiner.weightaveragecombiner (module), [1] deepensemble.layers.conv (module) deepensemble.layers.dense (module) deepensemble.layers.dropout (module) deepensemble.layers.pool (module) deepensemble.layers.recurrent (module) deepensemble.layers.utils_layers (module) deepensemble.metrics.basemetrics (module) deepensemble.metrics.classifiermetrics (module) deepensemble.metrics.diversitymetrics (module) deepensemble.metrics.regressionmetrics (module) deepensemble.models.ensemblemodel (module) deepensemble.models.model (module) deepensemble.models.sequential (module) deepensemble.models.wrapper (module) deepensemble.utils.cost_functions (module) deepensemble.utils.logger (module) deepensemble.utils.regularizer_functions (module)

deepensemble.utils.score_functions (module) deepensemble.utils.serializable (module) deepensemble.utils.update_functions (module) deepensemble.utils.utils_classifiers (module) deepensemble.utils.utils_data_bases (module) deepensemble.utils.utils_functions (module) deepensemble.utils.utils_models (module) deepensemble.utils.utils_test (module) delete_cost() (deepensemble.models.model.Model method) delete_reg() (deepensemble.models.model.Model method) delete_score() (deepensemble.models.model.Model method) Dense (class in deepensemble.layers.dense) difficulty() (in module deepensemble.metrics.diversitymetrics) disagreement_measure() (in module deepensemble.metrics.diversitymetrics) diversity_report() (deepensemble.metrics.classifiermetrics.EnsembleClassifierMetrics method) DiversityFunctions (class in deepensemble.utils.utils_functions) double_fault_measure() (in module deepensemble.metrics.diversitymetrics) Dropout (class in deepensemble.layers.dropout) dummy_cost() (in module deepensemble.utils.cost_functions) dummy_score() (in module deepensemble.utils.score_functions) dummy_update() (in module deepensemble.utils.update_functions)

E

elu() (deepensemble.utils.utils_functions.ActivationFunctions static method) EnsembleClassifierMetrics (class in deepensemble.metrics.classifiermetrics) EnsembleMetrics (class in deepensemble.metrics.basemetrics) (class in deepensemble.metrics.regressionmetrics) EnsembleModel (class in deepensemble.models.ensemblemodel) entropy() (deepensemble.utils.utils_functions.ITLFunctions static method)

entropy_cc() (in module deepensemble.metrics.diversitymetrics) entropy_sk() (in module deepensemble.metrics.diversitymetrics) error() (deepensemble.models.model.Model method) error_rate() (deepensemble.utils.utils_functions.ITLFunctions static method) exists_wrapper_models() (deepensemble.models.ensemblemodel.EnsembleModel method)

F

FactoryMetrics (class in deepensemble.metrics.basemetrics) fit() (deepensemble.models.ensemblemodel.EnsembleModel method) (deepensemble.models.model.Model method) (deepensemble.models.wrapper.Wrapper method)

fit_separate_models() (deepensemble.models.ensemblemodel.EnsembleModel method)

G

generalized_diversity() (in module deepensemble.metrics.diversitymetrics) GeometricCombiner (class in deepensemble.combiner.geometriccombiner) GeometricVotingCombiner (class in deepensemble.combiner.geometriccombiner) get_buffer() (deepensemble.utils.logger.Logger method) get_combiner() (deepensemble.models.ensemblemodel.EnsembleModel method) get_cost() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.models.model.Model method) get_costs() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.models.model.Model method) get_diff() (deepensemble.utils.utils_functions.ITLFunctions static method) get_dim_conv() (deepensemble.layers.conv.ConvolutionBase method) get_dim_input() (deepensemble.models.model.Model method) get_dim_output() (deepensemble.models.model.Model method) get_fan_in() (deepensemble.models.model.Model method) get_fan_out() (deepensemble.models.model.Model method) get_index_label_classes() (in module deepensemble.utils.utils_classifiers) get_info() (deepensemble.models.model.Model method) get_input_shape() (deepensemble.models.model.Model method) get_labels_costs() (deepensemble.models.model.Model method) get_labels_scores() (deepensemble.models.model.Model method) get_layers() (deepensemble.models.sequential.Sequential method) get_metric() (deepensemble.metrics.basemetrics.FactoryMetrics static method) get_model() (deepensemble.metrics.basemetrics.BaseMetrics method) get_model_input() (deepensemble.models.ensemblemodel.EnsembleModel method) get_models() (deepensemble.models.ensemblemodel.EnsembleModel method)

get_models_metric() (deepensemble.metrics.basemetrics.EnsembleMetrics method) (deepensemble.metrics.regressionmetrics.EnsembleMetrics method) get_name() (deepensemble.models.model.Model method) get_new_metric() (deepensemble.models.ensemblemodel.EnsembleModel method) (deepensemble.models.model.Model method) (deepensemble.models.sequential.Sequential method) (deepensemble.models.wrapper.Wrapper method) get_num_models() (deepensemble.models.ensemblemodel.EnsembleModel method) get_output_shape() (deepensemble.models.model.Model method) get_param() (deepensemble.combiner.modelcombiner.ModelCombiner method) get_params() (deepensemble.models.model.Model method) get_prod() (deepensemble.utils.utils_functions.ITLFunctions static method) get_result_labels() (deepensemble.models.model.Model method) get_score_prediction() (deepensemble.metrics.basemetrics.BaseMetrics method) get_scores() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.models.model.Model method) get_shape_b() (deepensemble.layers.conv.ConvolutionBase method) (deepensemble.layers.recurrent.RecurrentLayer method) get_shape_W() (deepensemble.layers.conv.ConvolutionBase method) (deepensemble.layers.recurrent.RecurrentLayer method) get_shape_Wr() (deepensemble.layers.recurrent.RecurrentLayer method) get_target_labels() (deepensemble.models.model.Model method) get_test_cost() (deepensemble.models.model.Model method) get_test_score() (deepensemble.models.model.Model method) get_train_cost() (deepensemble.models.model.Model method) get_train_error() (deepensemble.models.model.Model method) get_train_score() (deepensemble.models.model.Model method) get_type_model() (deepensemble.combiner.modelcombiner.ModelCombiner method) (deepensemble.models.model.Model method) get_update_function() (deepensemble.models.model.Model method)

I

information_potential() (deepensemble.utils.utils_functions.ITLFunctions static method) interrater_agreement() (in module deepensemble.metrics.diversitymetrics) is_binary_classification() (deepensemble.models.model.Model method) is_classifier() (deepensemble.models.model.Model method) is_compiled() (deepensemble.models.model.Model method)

is_fast_compiled() (deepensemble.models.model.Model method) is_multi_label() (deepensemble.models.model.Model method) is_need_compile_separately() (deepensemble.models.ensemblemodel.EnsembleModel method) itakura_saito() (in module deepensemble.utils.cost_functions) ITLFunctions (class in deepensemble.utils.utils_functions)

K

kappa_statistic() (in module deepensemble.metrics.diversitymetrics) kernel_gauss() (deepensemble.utils.utils_functions.ITLFunctions static method) kernel_gauss_numpy() (deepensemble.utils.utils_functions.ITLFunctions static method) kernel_laplace() (deepensemble.utils.utils_functions.ITLFunctions static method)

kohavi_wolpert_variance() (in module deepensemble.metrics.diversitymetrics) kullback_leibler() (in module deepensemble.utils.cost_functions) kullback_leibler_generalized() (in module deepensemble.utils.cost_functions)

L

L1() (in module deepensemble.utils.regularizer_functions) L2() (in module deepensemble.utils.regularizer_functions) linear() (deepensemble.utils.utils_functions.ActivationFunctions static method) load() (deepensemble.utils.serializable.Serializable method) load_data() (in module deepensemble.utils.utils_data_bases) load_data_iris() (in module deepensemble.utils.utils_data_bases)

load_params() (deepensemble.models.model.Model method) log() (deepensemble.utils.logger.Logger method) log_disable() (deepensemble.utils.logger.Logger method) log_enable() (deepensemble.utils.logger.Logger method) Logger (class in deepensemble.utils.logger) LSTMLayer (class in deepensemble.layers.recurrent)

M

make_dirs() (in module deepensemble.utils.utils_test) MaskLayer (class in deepensemble.layers.utils_layers) MaxPool1D (class in deepensemble.layers.pool) MaxPool2D (class in deepensemble.layers.pool) mcc() (in module deepensemble.utils.cost_functions) mean_ambiguity() (deepensemble.utils.utils_functions.DiversityFunctions static method)

mee() (in module deepensemble.utils.cost_functions) Model (class in deepensemble.models.model) ModelCombiner (class in deepensemble.combiner.modelcombiner) mse() (in module deepensemble.utils.cost_functions) mutual_information() (deepensemble.utils.utils_functions.ITLFunctions static method) mutual_information_parzen() (deepensemble.utils.utils_functions.ITLFunctions static method)

N

neg_corr() (in module deepensemble.utils.cost_functions) neg_log_likelihood() (in module deepensemble.utils.cost_functions)

NoiseLayer (class in deepensemble.layers.utils_layers) norm() (deepensemble.utils.utils_functions.ITLFunctions static method)

O

oracle() (in module deepensemble.metrics.diversitymetrics)

output() (deepensemble.combiner.averagecombiner.AverageCombiner method) (deepensemble.combiner.averagecombiner.PluralityVotingCombiner method) (deepensemble.combiner.geometriccombiner.GeometricCombiner method) (deepensemble.combiner.geometriccombiner.GeometricVotingCombiner method) (deepensemble.combiner.modelcombiner.ModelCombiner method) (deepensemble.combiner.weightaveragecombiner.WeightAverageCombiner method) (deepensemble.combiner.weightaveragecombiner.WeightedVotingCombiner method) (deepensemble.layers.conv.ConvolutionBase method) (deepensemble.layers.dense.Dense method) (deepensemble.layers.pool.Pool1D method) (deepensemble.layers.pool.Pool2D method) (deepensemble.layers.recurrent.LSTMLayer method) (deepensemble.layers.recurrent.RecurrentLayer method) (deepensemble.layers.utils_layers.MaskLayer method) (deepensemble.layers.utils_layers.NoiseLayer method) (deepensemble.models.ensemblemodel.EnsembleModel method) (deepensemble.models.model.Model method) (deepensemble.models.sequential.Sequential method) (deepensemble.models.wrapper.Wrapper method)

P

plot_confusion_matrix() (deepensemble.metrics.classifiermetrics.ClassifierMetrics method) plot_confusion_matrix_prediction() (deepensemble.metrics.classifiermetrics.ClassifierMetrics method) plot_cost() (deepensemble.metrics.basemetrics.BaseMetrics method) plot_costs() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.metrics.basemetrics.EnsembleMetrics method) (deepensemble.metrics.regressionmetrics.EnsembleMetrics method) plot_diversity() (deepensemble.metrics.classifiermetrics.EnsembleClassifierMetrics method) plot_hist_train_test() (in module deepensemble.utils.utils_test) plot_hist_train_test2() (in module deepensemble.utils.utils_test) plot_matrix() (deepensemble.metrics.classifiermetrics.ClassifierMetrics static method) plot_scores() (deepensemble.metrics.basemetrics.BaseMetrics method) plot_scores_classifications() (in module deepensemble.utils.utils_test)

PluralityVotingCombiner (class in deepensemble.combiner.averagecombiner) Pool1D (class in deepensemble.layers.pool) Pool2D (class in deepensemble.layers.pool) PoolBase (class in deepensemble.layers.pool) predict() (deepensemble.combiner.averagecombiner.PluralityVotingCombiner method) (deepensemble.combiner.geometriccombiner.GeometricVotingCombiner method) (deepensemble.combiner.modelcombiner.ModelCombiner method) (deepensemble.combiner.weightaveragecombiner.WeightedVotingCombiner method) (deepensemble.models.ensemblemodel.EnsembleModel method) (deepensemble.models.model.Model method) (deepensemble.models.wrapper.Wrapper method) prepare_data() (deepensemble.models.model.Model method) progressbar() (deepensemble.utils.logger.Logger method) progressbar_training() (deepensemble.utils.logger.Logger method) progressbar_training2() (deepensemble.utils.logger.Logger method) push_buffer() (deepensemble.utils.logger.Logger method)

Q

q_statistic() (in module deepensemble.metrics.diversitymetrics)

R

RecurrentLayer (class in deepensemble.layers.recurrent) RegressionMetrics (class in deepensemble.metrics.regressionmetrics) relu() (deepensemble.utils.utils_functions.ActivationFunctions static method) reset() (deepensemble.metrics.basemetrics.BaseMetrics method) (deepensemble.models.ensemblemodel.EnsembleModel method) (deepensemble.models.model.Model method) (deepensemble.models.sequential.Sequential method) (deepensemble.utils.logger.Logger method)

reset_compile() (deepensemble.models.model.Model method) review_is_binary_classifier() (deepensemble.models.model.Model method) review_shape_output() (deepensemble.models.model.Model method)

S

save() (deepensemble.utils.serializable.Serializable method) save_buffer() (deepensemble.utils.logger.Logger method) save_params() (deepensemble.models.model.Model method) score() (deepensemble.models.model.Model method) score_accuracy() (in module deepensemble.utils.score_functions) score_ensemble_ambiguity() (in module deepensemble.utils.score_functions) score_rms() (in module deepensemble.utils.score_functions) score_silverman() (in module deepensemble.utils.score_functions) Sequential (class in deepensemble.models.sequential) Serializable (class in deepensemble.utils.serializable) set_combiner() (deepensemble.models.ensemblemodel.EnsembleModel method) set_input_shape() (deepensemble.layers.conv.ConvolutionBase method) (deepensemble.layers.dropout.Dropout method) (deepensemble.layers.pool.Pool1D method) (deepensemble.layers.pool.Pool2D method) (deepensemble.layers.utils_layers.MaskLayer method) (deepensemble.layers.utils_layers.NoiseLayer method) (deepensemble.models.model.Model method) set_name() (deepensemble.models.model.Model method)

set_output_shape() (deepensemble.models.model.Model method) set_type_training() (deepensemble.models.ensemblemodel.EnsembleModel method) set_update() (deepensemble.models.model.Model method) sgd() (in module deepensemble.utils.update_functions) sgd_momentum() (in module deepensemble.utils.update_functions) sigmoid() (deepensemble.utils.utils_functions.ActivationFunctions static method) silverman() (deepensemble.utils.utils_functions.ITLFunctions static method) softmax() (deepensemble.utils.utils_functions.ActivationFunctions static method) softplus() (deepensemble.utils.utils_functions.ActivationFunctions static method) start_measure_time() (deepensemble.utils.logger.Logger method) statistic_metric_non_pairwise() (deepensemble.metrics.classifiermetrics.EnsembleClassifierMetrics static method) statistic_metric_pairwise() (deepensemble.metrics.classifiermetrics.EnsembleClassifierMetrics static method) stop_measure_time() (deepensemble.utils.logger.Logger method)

T

tanh() (deepensemble.utils.utils_functions.ActivationFunctions static method) translate_binary_target() (in module deepensemble.utils.utils_classifiers)

translate_output() (in module deepensemble.utils.utils_classifiers) translate_target() (deepensemble.models.model.Model method) (in module deepensemble.utils.utils_classifiers)

U

update_io() (deepensemble.models.ensemblemodel.EnsembleModel method)

update_parameters() (deepensemble.combiner.modelcombiner.ModelCombiner method) (deepensemble.combiner.weightaveragecombiner.WeightAverageCombiner method)

V

variance() (deepensemble.utils.utils_functions.DiversityFunctions static method)

W

WeightAverageCombiner (class in deepensemble.combiner.weightaveragecombiner) WeightedVotingCombiner (class in deepensemble.combiner.weightaveragecombiner)

Wrapper (class in deepensemble.models.wrapper) write() (deepensemble.utils.logger.Logger method)