Index

A

agg_img_embeddings() (in module source.process_embeddings)

agglomerative_clustering() (in module source.unsupervised_metrics) avg_cluster_wordfrequency() (in module source.unsupervised_metrics)

B

benchmark() (in module source.emb_entropy) (in module source.emb_information)

BigramPMIVariants (class in source.text_process)

C

cluster_eval() (in module source.unsupervised_metrics) cluster_method_from_filename() (in module source.unsupervised_metrics) cluster_similarities() (in module source.unsupervised_metrics) cluster_sizes_avgfreq() (in module source.unsupervised_metrics) colour_by_modality() (source.task_eval.PlotColour static method) compute_cluster_similarities() (in module source.unsupervised_metrics) compute_correlations() (in module source.task_eval) compute_dists() (in module source.task_eval) compute_scores() (in module source.task_eval)

concatenate_files() (in module source.text_process) context_pairs() (in module source.text_process) contexts_for_quantity() (in module source.process_wiki) coverage() (in module source.task_eval) covered() (in module source.task_eval) create_context_files() (in module source.process_wiki) create_dir() (in module source.utils) create_index_from_fnames() (in module source.cnn_embeddings) crop_bbox() (in module source.visutils)

D

dataset_vocab() (in module source.task_eval) DataSets (class in source.task_eval) datasets (source.task_eval.DataSets attribute) dbscan_clustering() (in module source.unsupervised_metrics) description_corpus() (in module source.process_vg)

dict2struct_array() (in module source.utils) distances_from_centroids() (in module source.unsupervised_metrics) distribution() (in module source.process_wiki) divide_eval_vocab_by_freqranges() (in module source.task_eval) divide_vocab_by_freqranges() (in module source.process_embeddings)

E

emb_labels() (in module source.unsupervised_metrics) Embeddings (class in source.process_embeddings) embeddings (source.process_embeddings.Embeddings attribute)

estimate_embeddings_mi() (in module source.emb_information) eval_concreteness() (in module source.task_eval) eval_dataset() (in module source.task_eval) extract_neighbours() (in module source.text_process)

F

fasttext_vss (source.process_embeddings.Embeddings attribute) filter_by_vocab() (in module source.process_embeddings)

filter_for_freqranges() (in module source.process_embeddings) fmri_vocab (source.task_eval.DataSets attribute)

G

get_clustering_labels_metrics() (in module source.unsupervised_metrics) get_cnn() (in module source.cnn_embeddings) get_emb_type_label() (source.process_embeddings.Embeddings static method) get_file_name() (in module source.utils) get_label() (source.process_embeddings.Embeddings static method)

get_labels() (source.process_embeddings.Embeddings static method) get_legend() (source.task_eval.PlotColour static method) get_n_nearest_neighbors() (in module source.unsupervised_metrics) get_pmi_for_words() (in module source.process_wiki) get_vec() (in module source.utils)

H

hapax_legomena() (in module source.text_process)

highlight() (in module source.task_eval) hr_time() (in module source.utils)

I

inspect_clusters() (in module source.unsupervised_metrics)

J

jaccard_similarity_score() (in module source.unsupervised_metrics)

join_struct_arrays() (in module source.utils)

K

kmeans() (in module source.unsupervised_metrics)

L

label_clusters_with_wordnet() (in module source.unsupervised_metrics) latex_escape() (in module source.task_eval) latex_table_post_process() (in module source.utils)

latex_table_wrapper() (in module source.utils) load_fasttext() (source.process_embeddings.Embeddings method) load_vecs() (source.process_embeddings.Embeddings method) LossLogger (class in source.embedding)

M

main() (in module source.run_analysis) (in module source.run_experiments) (in module source.run_infogain_analysis) (in module source.run_infogain_experiments) (in module source.task_eval) (in module source.vecs2nps)

mid_fusion() (in module source.process_embeddings) mm_over_uni() (in module source.task_eval) multivariate_normal() (in module source.emb_entropy) (in module source.emb_information)

N

n_nearest_neighbors() (in module source.unsupervised_metrics)

neighbors() (in module source.task_eval) normalizers (source.task_eval.DataSets attribute)

O

on_batch_end() (source.embedding.LossLogger method) on_epoch_begin() (source.embedding.LossLogger method) on_epoch_end() (source.embedding.LossLogger method)

on_train_end() (source.embedding.LossLogger method) order_clusters_by_avgfreq() (in module source.unsupervised_metrics) order_words_by_centroid_distance() (in module source.unsupervised_metrics)

P

pfont() (in module source.utils) pkl2json() (in module source.utils) plot_brain_words() (in module source.task_eval) plot_by_concreteness() (in module source.task_eval) plot_cluster_results() (in module source.unsupervised_metrics) plot_distribution() (in module source.process_wiki) plot_for_freqranges() (in module source.emb_information) (in module source.task_eval) plot_for_quantities() (in module source.emb_information) (in module source.task_eval) plot_scores() (in module source.task_eval)

PlotColour (class in source.task_eval) plots() (in module source.emb_information) pmi_comparison() (in module source.unsupervised_metrics) pmi_for_words() (in module source.text_process) ppmi() (source.text_process.BigramPMIVariants class method) print_brain_scores() (in module source.task_eval) print_cluster_results() (in module source.unsupervised_metrics) print_clusters() (in module source.unsupervised_metrics) print_correlations() (in module source.task_eval) print_subsampled_correlations() (in module source.task_eval) process_files() (in module source.process_wiki)

R

rand() (in module source.emb_entropy) (in module source.emb_information) read_jl() (in module source.utils) run_benchmark() (in module source.emb_entropy) run_clustering() (in module source.unsupervised_metrics)

run_clustering_experiments() (in module source.unsupervised_metrics) run_inspect_clusters() (in module source.unsupervised_metrics) run_mi_experiments() (in module source.emb_information) run_pca() (in module source.emb_information) run_print_clusters() (in module source.unsupervised_metrics)

S

save_closest_words_to_centroids() (in module source.unsupervised_metrics) save_crop() (in module source.visutils) save_description_corpus() (in module source.process_vg) serialize2npy() (in module source.process_embeddings) similar_cluster_nums() (in module source.unsupervised_metrics) similarity_clustermap() (in module source.unsupervised_metrics) similarity_heatmap() (in module source.unsupervised_metrics) source.cnn_embeddings (module) source.emb_entropy (module) source.emb_information (module) source.embedding (module) source.process_embeddings (module) source.process_vg (module) source.process_wiki (module)

source.run_analysis (module) source.run_experiments (module) source.run_infogain_analysis (module) source.run_infogain_experiments (module) source.task_eval (module) source.text_process (module) source.train_word2vecf (module) source.unsupervised_metrics (module) source.utils (module) source.vecs2nps (module) source.visualise (module) source.visutils (module) suffixate() (in module source.utils) synset_closures() (in module source.unsupervised_metrics)

T

tensorboard_emb() (in module source.visualise) test.test_process_embeddings (module) test.test_process_wiki (module) test.test_text_process (module) test.test_unsupervised_metrics (module) test_distances_from_centroids() (in module test.test_unsupervised_metrics) test_divide_vocab_by_freqranges() (in module test.test_process_embeddings) test_filter_by_vocab() (in module test.test_process_embeddings) test_get_clustering_labels_metrics() (in module test.test_unsupervised_metrics)

test_mid_fusion() (in module test.test_process_embeddings) test_n_nearest_neighbors() (in module test.test_unsupervised_metrics) test_order_words_by_centroid_distance() (in module test.test_unsupervised_metrics) test_w_ppmi() (in module test.test_text_process) text2gensim() (in module source.text_process) text2w2vf() (in module source.text_process) tokenize() (in module source.text_process) train() (in module source.embedding) (in module source.train_word2vecf) tuple_list() (in module source.utils)

V

vecs_labels (source.process_embeddings.Embeddings attribute) vecs_names (source.process_embeddings.Embeddings attribute)

vg_dists() (in module source.process_vg) vg_pmis() (in module source.process_vg) vocabs (source.process_embeddings.Embeddings attribute)

W

w2v_for_quantities() (in module source.process_wiki) w2v_for_quantity() (in module source.process_wiki) w_ppmi() (source.text_process.BigramPMIVariants class method)

wn_category() (in module source.unsupervised_metrics) wn_concreteness() (in module source.task_eval) wn_concreteness_for_pairs() (in module source.task_eval) wn_label_for_words() (in module source.unsupervised_metrics)