Index

A

active_learn() (in module mclearn.active)

active_learning_experiment() (in module mclearn.active)

B

balanced_accuracy_expected() (in module mclearn.performance) balanced_train_test_split() (in module mclearn.preprocessing) beta_avg_inv_cdf() (in module mclearn.performance)

beta_avg_pdf() (in module mclearn.performance) beta_sum_cdf() (in module mclearn.performance) beta_sum_pdf() (in module mclearn.performance)

C

clean_up_subclasses() (in module mclearn.photometry) compute_A() (in module mclearn.heuristics) compute_all_learning_curves() (in module mclearn.classifier) compute_balanced_accuracy() (in module mclearn.performance) compute_colours() (in module mclearn.photometry) compute_F() (in module mclearn.heuristics)

compute_pool_entropy() (in module mclearn.heuristics) compute_pool_variance() (in module mclearn.heuristics) convolve_betas() (in module mclearn.performance) correct_magnitudes() (in module mclearn.photometry) csv_to_hdf() (in module mclearn.preprocessing)

D

draw_random_sample() (in module mclearn.preprocessing)

E

entropy_h() (in module mclearn.heuristics)

F

fetch_filter() (in module mclearn.photometry) fetch_sloan_data() (in module mclearn.photometry)

fetch_spectrum() (in module mclearn.photometry)

G

get_beta_parameters() (in module mclearn.performance) grid_search() (in module mclearn.classifier) grid_search_logistic() (in module mclearn.classifier) grid_search_logistic_degree() (in module mclearn.classifier)

grid_search_svm_poly() (in module mclearn.classifier) grid_search_svm_poly_degree() (in module mclearn.classifier) grid_search_svm_rbf() (in module mclearn.classifier) grid_search_svm_sigmoid() (in module mclearn.classifier)

L

learning_curve() (in module mclearn.classifier)

M

margin_h() (in module mclearn.heuristics) mclearn.active (module) mclearn.classifier (module) mclearn.heuristics (module)

mclearn.performance (module) mclearn.photometry (module) mclearn.preprocessing (module) mclearn.viz (module)

N

naive_accuracy() (in module mclearn.performance) normalise_01() (in module mclearn.preprocessing)

normalise_unit_var() (in module mclearn.preprocessing) normalise_z() (in module mclearn.preprocessing)

P

plot_average_learning_curve() (in module mclearn.viz) plot_balanced_accuracy_violin() (in module mclearn.viz) plot_class_distribution() (in module mclearn.viz) plot_filters_and_spectrum() (in module mclearn.viz) plot_hex_map() (in module mclearn.viz) plot_learning_curve() (in module mclearn.viz) plot_recall_maps() (in module mclearn.viz) plot_scatter_with_classes() (in module mclearn.viz)

plot_scores() (in module mclearn.viz) plot_validation_accuracy_heatmap() (in module mclearn.viz) pool_entropy_h() (in module mclearn.heuristics) pool_variance_h() (in module mclearn.heuristics) precision() (in module mclearn.performance) predict_unlabelled_objects() (in module mclearn.classifier) print_classification_result() (in module mclearn.classifier)

Q

qbb_kl_h() (in module mclearn.heuristics)

qbb_margin_h() (in module mclearn.heuristics)

R

random_h() (in module mclearn.heuristics) recall() (in module mclearn.performance) reddening_correction_sf11() (in module mclearn.photometry) reddening_correction_sfd98() (in module mclearn.photometry)

reddening_correction_w14() (in module mclearn.photometry) reshape_grid_socres() (in module mclearn.viz) run_active_learning_with_heuristic() (in module mclearn.active)

T

train_classifier() (in module mclearn.classifier)