Index

A

AgglClustering (class in clustering.agglomerative_clustering) agglomerative_clustering() (in module clustering.agglomerative_clustering) agglomerative_coefficient() (in module clustering.agglomerative_coefficient)

AgglomerativeCoefficient (class in clustering.agglomerative_coefficient) autoencoder_neural_network() (in module neural_networks.autoencoder_neural_network) AutoencoderNeuralNetwork (class in neural_networks.autoencoder_neural_network)

B

build_model() (neural_networks.autoencoder_neural_network.AutoencoderNeuralNetwork method) (neural_networks.classification_neural_network.ClassificationNeuralNetwork method) (neural_networks.recurrent_neural_network.RecurrentNeuralNetwork method) (neural_networks.regression_neural_network.RegressionNeuralNetwork method)

C

check_data_params() (classification.classification_predict.ClassificationPredict method) (classification.decision_tree.DecisionTree method) (classification.k_neighbors.KNeighborsTrain method) (classification.k_neighbors_coefficient.KNeighborsCoefficient method) (classification.logistic_regression.LogisticRegression method) (classification.random_forest_classifier.RandomForestClassifier method) (classification.support_vector_machine.SupportVectorMachine method) (clustering.agglomerative_clustering.AgglClustering method) (clustering.agglomerative_coefficient.AgglomerativeCoefficient method) (clustering.clustering_predict.ClusteringPredict method) (clustering.dbscan.DBSCANClustering method) (clustering.k_means.KMeansClustering method) (clustering.k_means_coefficient.KMeansCoefficient method) (clustering.spectral_clustering.SpecClustering method) (clustering.spectral_coefficient.SpectralCoefficient method) (dimensionality_reduction.pls_components.PLSComponents method) (dimensionality_reduction.pls_regression.PLS_Regression method) (dimensionality_reduction.principal_component.PrincipalComponentAnalysis method) (neural_networks.autoencoder_neural_network.AutoencoderNeuralNetwork method) (neural_networks.classification_neural_network.ClassificationNeuralNetwork method) (neural_networks.neural_network_decode.DecodingNeuralNetwork method) (neural_networks.neural_network_predict.PredictNeuralNetwork method) (neural_networks.recurrent_neural_network.RecurrentNeuralNetwork method) (neural_networks.regression_neural_network.RegressionNeuralNetwork method) (regression.linear_regression.LinearRegression method) (regression.polynomial_regression.PolynomialRegression method) (regression.random_forest_regressor.RandomForestRegressor method) (regression.regression_predict.RegressionPredict method) (resampling.oversampling.Oversampling method) (resampling.resampling.Resampling method) (resampling.undersampling.Undersampling method) (utils.correlation_matrix.CorrelationMatrix method) (utils.dendrogram.Dendrogram method) (utils.drop_columns.DropColumns method) (utils.dummy_variables.DummyVariables method) (utils.map_variables.MapVariables method) (utils.pairwise_comparison.PairwiseComparison method) (utils.scale_columns.ScaleColumns method)

classification.classification_predict module classification.decision_tree module classification.k_neighbors module classification.k_neighbors_coefficient module classification.logistic_regression module classification.random_forest_classifier module classification.support_vector_machine module classification_neural_network() (in module neural_networks.classification_neural_network) classification_predict() (in module classification.classification_predict) ClassificationNeuralNetwork (class in neural_networks.classification_neural_network) ClassificationPredict (class in classification.classification_predict) clustering.agglomerative_clustering module clustering.agglomerative_coefficient module clustering.clustering_predict module clustering.dbscan module clustering.k_means module clustering.k_means_coefficient module clustering.spectral_clustering module clustering.spectral_coefficient module clustering_predict() (in module clustering.clustering_predict) ClusteringPredict (class in clustering.clustering_predict) correlation_matrix() (in module utils.correlation_matrix) CorrelationMatrix (class in utils.correlation_matrix)

D

dbscan() (in module clustering.dbscan) DBSCANClustering (class in clustering.dbscan) decision_tree() (in module classification.decision_tree) DecisionTree (class in classification.decision_tree) DecodingNeuralNetwork (class in neural_networks.neural_network_decode) Dendrogram (class in utils.dendrogram) dendrogram() (in module utils.dendrogram) dimensionality_reduction.pls_components module

dimensionality_reduction.pls_regression module dimensionality_reduction.principal_component module drop_columns() (in module utils.drop_columns) DropColumns (class in utils.drop_columns) dummy_variables() (in module utils.dummy_variables) DummyVariables (class in utils.dummy_variables)

K

k_means() (in module clustering.k_means) k_means_coefficient() (in module clustering.k_means_coefficient) k_neighbors() (in module classification.k_neighbors) k_neighbors_coefficient() (in module classification.k_neighbors_coefficient)

KMeansClustering (class in clustering.k_means) KMeansCoefficient (class in clustering.k_means_coefficient) KNeighborsCoefficient (class in classification.k_neighbors_coefficient) KNeighborsTrain (class in classification.k_neighbors)

L

launch() (classification.classification_predict.ClassificationPredict method) (classification.decision_tree.DecisionTree method) (classification.k_neighbors.KNeighborsTrain method) (classification.k_neighbors_coefficient.KNeighborsCoefficient method) (classification.logistic_regression.LogisticRegression method) (classification.random_forest_classifier.RandomForestClassifier method) (classification.support_vector_machine.SupportVectorMachine method) (clustering.agglomerative_clustering.AgglClustering method) (clustering.agglomerative_coefficient.AgglomerativeCoefficient method) (clustering.clustering_predict.ClusteringPredict method) (clustering.dbscan.DBSCANClustering method) (clustering.k_means.KMeansClustering method) (clustering.k_means_coefficient.KMeansCoefficient method) (clustering.spectral_clustering.SpecClustering method) (clustering.spectral_coefficient.SpectralCoefficient method) (dimensionality_reduction.pls_components.PLSComponents method) (dimensionality_reduction.pls_regression.PLS_Regression method) (dimensionality_reduction.principal_component.PrincipalComponentAnalysis method) (neural_networks.autoencoder_neural_network.AutoencoderNeuralNetwork method) (neural_networks.classification_neural_network.ClassificationNeuralNetwork method) (neural_networks.neural_network_decode.DecodingNeuralNetwork method) (neural_networks.neural_network_predict.PredictNeuralNetwork method) (neural_networks.recurrent_neural_network.RecurrentNeuralNetwork method) (neural_networks.regression_neural_network.RegressionNeuralNetwork method) (regression.linear_regression.LinearRegression method) (regression.polynomial_regression.PolynomialRegression method) (regression.random_forest_regressor.RandomForestRegressor method) (regression.regression_predict.RegressionPredict method) (resampling.oversampling.Oversampling method) (resampling.resampling.Resampling method) (resampling.undersampling.Undersampling method) (utils.correlation_matrix.CorrelationMatrix method) (utils.dendrogram.Dendrogram method) (utils.drop_columns.DropColumns method) (utils.dummy_variables.DummyVariables method) (utils.map_variables.MapVariables method) (utils.pairwise_comparison.PairwiseComparison method) (utils.scale_columns.ScaleColumns method)

linear_regression() (in module regression.linear_regression) LinearRegression (class in regression.linear_regression) logistic_regression() (in module classification.logistic_regression) LogisticRegression (class in classification.logistic_regression)

M

main() (in module classification.classification_predict) (in module classification.decision_tree) (in module classification.k_neighbors) (in module classification.k_neighbors_coefficient) (in module classification.logistic_regression) (in module classification.random_forest_classifier) (in module classification.support_vector_machine) (in module clustering.agglomerative_clustering) (in module clustering.agglomerative_coefficient) (in module clustering.clustering_predict) (in module clustering.dbscan) (in module clustering.k_means) (in module clustering.k_means_coefficient) (in module clustering.spectral_clustering) (in module clustering.spectral_coefficient) (in module dimensionality_reduction.pls_components) (in module dimensionality_reduction.pls_regression) (in module dimensionality_reduction.principal_component) (in module neural_networks.autoencoder_neural_network) (in module neural_networks.classification_neural_network) (in module neural_networks.neural_network_decode) (in module neural_networks.neural_network_predict) (in module neural_networks.recurrent_neural_network) (in module neural_networks.regression_neural_network) (in module regression.linear_regression) (in module regression.polynomial_regression) (in module regression.random_forest_regressor) (in module regression.regression_predict) (in module resampling.oversampling) (in module resampling.resampling) (in module resampling.undersampling) (in module utils.correlation_matrix) (in module utils.dendrogram) (in module utils.drop_columns) (in module utils.dummy_variables) (in module utils.map_variables) (in module utils.pairwise_comparison) (in module utils.scale_columns) map_variables() (in module utils.map_variables)

MapVariables (class in utils.map_variables) module classification.classification_predict classification.decision_tree classification.k_neighbors classification.k_neighbors_coefficient classification.logistic_regression classification.random_forest_classifier classification.support_vector_machine clustering.agglomerative_clustering clustering.agglomerative_coefficient clustering.clustering_predict clustering.dbscan clustering.k_means clustering.k_means_coefficient clustering.spectral_clustering clustering.spectral_coefficient dimensionality_reduction.pls_components dimensionality_reduction.pls_regression dimensionality_reduction.principal_component neural_networks.autoencoder_neural_network neural_networks.classification_neural_network neural_networks.neural_network_decode neural_networks.neural_network_predict neural_networks.recurrent_neural_network neural_networks.regression_neural_network regression.linear_regression regression.polynomial_regression regression.random_forest_regressor regression.regression_predict resampling.oversampling resampling.resampling resampling.undersampling utils.correlation_matrix utils.dendrogram utils.drop_columns utils.dummy_variables utils.map_variables utils.pairwise_comparison utils.scale_columns

N

neural_network_decode() (in module neural_networks.neural_network_decode) neural_network_predict() (in module neural_networks.neural_network_predict) neural_networks.autoencoder_neural_network module neural_networks.classification_neural_network module neural_networks.neural_network_decode module

neural_networks.neural_network_predict module neural_networks.recurrent_neural_network module neural_networks.regression_neural_network module

O

Oversampling (class in resampling.oversampling)

oversampling() (in module resampling.oversampling)

P

pairwise_comparison() (in module utils.pairwise_comparison) PairwiseComparison (class in utils.pairwise_comparison) pls_components() (in module dimensionality_reduction.pls_components) PLS_Regression (class in dimensionality_reduction.pls_regression) pls_regression() (in module dimensionality_reduction.pls_regression)

PLSComponents (class in dimensionality_reduction.pls_components) polynomial_regression() (in module regression.polynomial_regression) PolynomialRegression (class in regression.polynomial_regression) PredictNeuralNetwork (class in neural_networks.neural_network_predict) principal_component() (in module dimensionality_reduction.principal_component) PrincipalComponentAnalysis (class in dimensionality_reduction.principal_component)

R

random_forest_classifier() (in module classification.random_forest_classifier) random_forest_regressor() (in module regression.random_forest_regressor) RandomForestClassifier (class in classification.random_forest_classifier) RandomForestRegressor (class in regression.random_forest_regressor) recurrent_neural_network() (in module neural_networks.recurrent_neural_network) RecurrentNeuralNetwork (class in neural_networks.recurrent_neural_network) regression.linear_regression module regression.polynomial_regression module regression.random_forest_regressor module regression.regression_predict module

regression_neural_network() (in module neural_networks.regression_neural_network) regression_predict() (in module regression.regression_predict) RegressionNeuralNetwork (class in neural_networks.regression_neural_network) RegressionPredict (class in regression.regression_predict) Resampling (class in resampling.resampling) resampling() (in module resampling.resampling) resampling.oversampling module resampling.resampling module resampling.undersampling module

S

scale_columns() (in module utils.scale_columns) ScaleColumns (class in utils.scale_columns) SpecClustering (class in clustering.spectral_clustering) spectral_clustering() (in module clustering.spectral_clustering)

spectral_coefficient() (in module clustering.spectral_coefficient) SpectralCoefficient (class in clustering.spectral_coefficient) support_vector_machine() (in module classification.support_vector_machine) SupportVectorMachine (class in classification.support_vector_machine)

U

Undersampling (class in resampling.undersampling) undersampling() (in module resampling.undersampling) utils.correlation_matrix module utils.dendrogram module utils.drop_columns module

utils.dummy_variables module utils.map_variables module utils.pairwise_comparison module utils.scale_columns module

W

warn() (dimensionality_reduction.pls_components.PLSComponents method) (dimensionality_reduction.pls_regression.PLS_Regression method)