Topic modeling
28 methoden in deze familie.
Uitgelicht
BERTopicBERTopic is a neural topic-modeling pipeline introduced by Maarten Grootendorst in 2022. It combines BERT-based contextual embeddings with UMAP dimensionality reduction and HDBSCANDomein-adaptief NMF-onderwerpmodelDomain-adaptive NMF Topic Modeling applies Non-negative Matrix Factorization to discover latent topics across text from multiple domains, using regularization or shared basis constExplainable LDA Topic ModelExplainable LDA combines Latent Dirichlet Allocation — the canonical probabilistic topic model introduced by Blei, Ng, and Jordan in 2003 — with post-hoc and intrinsic interpretabiUitlegbare NMF-onderwerpmodelAn Explainable NMF Topic Model combines Non-negative Matrix Factorization — a parts-based decomposition of a document-term matrix — with explicit interpretability techniques such aExplainable Topic ModelingExplainable Topic Modeling combines unsupervised topic discovery — such as LDA, NMF, or neural variants like BERTopic — with interpretability tools (top-word lists, coherence scoreFijn-afgestemd LDA-onderwerpmodelFine-Tuned LDA adapts a Latent Dirichlet Allocation model trained on a large general corpus to a specific target domain by continuing inference on domain-specific documents. Rather
Reading path
This topic's most-referenced foundational methods, in the order they were developed — a place to start if you're new here.
Alle methoden 28
BERTopicDomein-adaptief NMF-onderwerpmodelExplainable LDA Topic ModelUitlegbare NMF-onderwerpmodelExplainable Topic ModelingFijn-afgestemd LDA-onderwerpmodelFijnafgesteld OnderwerpmodelleringLatente Dirichlet Allocatie (LDA)LDA-onderwerpmodelMultilinguale Topic ModelingMultimodale LDA-onderwerpmodellenMultimodal NMF Topic ModelMultimodale Topic ModelingNMF-onderwerpmodelNMF Topic ModelingZelf-gesuperviseerd LDA-onderwerpmodelZelf-gesuperviseerde NMF-onderwerpmodelZelf-gesuperviseerde onderwerpmodelleringSemi-supervised LDA Topic ModelSemi-supervised NMF Topic ModelSemi-supervised Topic ModelingOnderwerpmodelleringTopic ModelingTransfer Learning met LDA Topic ModelTransfer Learning met NMF Topic ModelTransfer Learning met Topic ModelingZwak-gesuperviseerd LDA-onderwerpmodelZwakke gesuperviseerde topicmodellering