Index

A

AbstractMetric (class in octis.evaluation_metrics.metrics)

AbstractModel (class in octis.models.model) AccuracyScore (class in octis.evaluation_metrics.classification_metrics)

C

check_instance() (in module octis.optimization.optimizer_tool) choose_optimizer() (in module octis.optimization.optimizer_tool) ClassificationScore (class in octis.evaluation_metrics.classification_metrics)

Coherence (class in octis.evaluation_metrics.coherence_metrics) convergence_res() (in module octis.optimization.optimizer_tool) convert_type() (in module octis.optimization.optimizer_tool) CTM (class in octis.models.CTM)

D

Dataset (class in octis.dataset.dataset)

E

early_condition() (in module octis.optimization.optimizer_tool)

ETM (class in octis.models.ETM)

F

F1Score (class in octis.evaluation_metrics.classification_metrics)

fetch_dataset() (octis.dataset.dataset.Dataset method)

H

hyperparameters_info() (octis.models.LDA.LDA method) (octis.models.NMF_scikit.NMF_scikit method)

I

importClass() (in module octis.optimization.optimizer_tool)

info() (octis.models.LDA.LDA method) InvertedRBO (class in octis.evaluation_metrics.diversity_metrics)

K

KL_background (class in octis.evaluation_metrics.topic_significance_metrics) KL_uniform (class in octis.evaluation_metrics.topic_significance_metrics)

KL_vacuous (class in octis.evaluation_metrics.topic_significance_metrics) KLDivergence (class in octis.evaluation_metrics.diversity_metrics)

L

LDA (class in octis.models.LDA) load_custom_dataset_from_folder() (octis.dataset.dataset.Dataset method) load_model() (in module octis.optimization.optimizer_tool)

load_model_output() (in module octis.models.model) load_search_space() (in module octis.optimization.optimizer_tool) LogOddsRatio (class in octis.evaluation_metrics.diversity_metrics)

M

module octis.dataset.dataset octis.evaluation_metrics.classification_metrics octis.evaluation_metrics.coherence_metrics octis.evaluation_metrics.diversity_metrics octis.evaluation_metrics.metrics octis.evaluation_metrics.topic_significance_metrics octis.models.CTM octis.models.ETM octis.models.LDA octis.models.model octis.models.NMF_scikit octis.optimization.optimizer octis.optimization.optimizer_tool octis.preprocessing.preprocessing

N

NMF_scikit (class in octis.models.NMF_scikit)

O

octis.dataset.dataset module octis.evaluation_metrics.classification_metrics module octis.evaluation_metrics.coherence_metrics module octis.evaluation_metrics.diversity_metrics module octis.evaluation_metrics.metrics module octis.evaluation_metrics.topic_significance_metrics module octis.models.CTM module octis.models.ETM module

octis.models.LDA module octis.models.model module octis.models.NMF_scikit module octis.optimization.optimizer module octis.optimization.optimizer_tool module octis.preprocessing.preprocessing module optimize() (octis.optimization.optimizer.Optimizer method) Optimizer (class in octis.optimization.optimizer)

P

partitioning() (octis.models.LDA.LDA method) (octis.models.NMF_scikit.NMF_scikit method)

plot_bayesian_optimization() (in module octis.optimization.optimizer_tool) plot_model_runs() (in module octis.optimization.optimizer_tool) PrecisionScore (class in octis.evaluation_metrics.classification_metrics)

R

RecallScore (class in octis.evaluation_metrics.classification_metrics)

resume_optimization() (octis.optimization.optimizer.Optimizer method)

S

save() (octis.dataset.dataset.Dataset method) save_model_output() (in module octis.models.model) save_search_space() (in module octis.optimization.optimizer_tool) score() (octis.evaluation_metrics.classification_metrics.AccuracyScore method) (octis.evaluation_metrics.classification_metrics.ClassificationScore method) (octis.evaluation_metrics.classification_metrics.F1Score method) (octis.evaluation_metrics.classification_metrics.PrecisionScore method) (octis.evaluation_metrics.classification_metrics.RecallScore method) (octis.evaluation_metrics.coherence_metrics.Coherence method) (octis.evaluation_metrics.coherence_metrics.WECoherenceCentroid method) (octis.evaluation_metrics.coherence_metrics.WECoherencePairwise method) (octis.evaluation_metrics.diversity_metrics.InvertedRBO method) (octis.evaluation_metrics.diversity_metrics.KLDivergence method) (octis.evaluation_metrics.diversity_metrics.LogOddsRatio method) (octis.evaluation_metrics.diversity_metrics.TopicDiversity method) (octis.evaluation_metrics.diversity_metrics.WordEmbeddingsInvertedRBO method) (octis.evaluation_metrics.diversity_metrics.WordEmbeddingsInvertedRBOCentroid method) (octis.evaluation_metrics.metrics.AbstractMetric method) (octis.evaluation_metrics.topic_significance_metrics.KL_background method) (octis.evaluation_metrics.topic_significance_metrics.KL_uniform method) (octis.evaluation_metrics.topic_significance_metrics.KL_vacuous method)

select_metric() (in module octis.optimization.optimizer_tool) set_hyperparameters() (octis.models.LDA.LDA method) (octis.models.model.AbstractModel method)

T

TopicDiversity (class in octis.evaluation_metrics.diversity_metrics) train_model() (octis.models.CTM.CTM method) (octis.models.ETM.ETM method) (octis.models.LDA.LDA method) (octis.models.model.AbstractModel method) (octis.models.NMF_scikit.NMF_scikit method)

W

WECoherenceCentroid (class in octis.evaluation_metrics.coherence_metrics) WECoherencePairwise (class in octis.evaluation_metrics.coherence_metrics)

WordEmbeddingsInvertedRBO (class in octis.evaluation_metrics.diversity_metrics) WordEmbeddingsInvertedRBOCentroid (class in octis.evaluation_metrics.diversity_metrics)