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Modeliranje tema

28 metoda u ovoj obitelji.

Izdvojeno

BERTopicBERTopic is a neural topic-modeling pipeline introduced by Maarten Grootendorst in 2022. It combines BERT-based contextual embeddings with UMAP dimensionality reduction and HDBSCANPrilagodljivi NMF model temaDomain-adaptive NMF Topic Modeling applies Non-negative Matrix Factorization to discover latent topics across text from multiple domains, using regularization or shared basis constObjašnjivi LDA model temaExplainable LDA combines Latent Dirichlet Allocation — the canonical probabilistic topic model introduced by Blei, Ng, and Jordan in 2003 — with post-hoc and intrinsic interpretabiObjašnjivi NMF model temaAn Explainable NMF Topic Model combines Non-negative Matrix Factorization — a parts-based decomposition of a document-term matrix — with explicit interpretability techniques such aObjašnjivo modeliranje temaExplainable Topic Modeling combines unsupervised topic discovery — such as LDA, NMF, or neural variants like BERTopic — with interpretability tools (top-word lists, coherence scorePrilagođeni model tema LDAFine-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.

  1. Model tema nenegativne faktorizacije matrice1999by Lee, D. D. & Seung, H. S.
  2. Modeliranje tema1999–2003by Hofmann, T. (pLSA, 1999); Blei, D. M., Ng, A. Y., & Jordan, M. I. (LDA, 2003)
  3. Latent Dirichlet Allocation (LDA)2003by Blei, D. M.; Ng, A. Y.; Jordan, M. I.
  4. LDA model tema2003by Blei, D. M., Ng, A. Y., & Jordan, M. I.
  5. Polunadzirani model tema LDA2009by Ramage, D.; Andrzejewski, D. et al.
  6. Polu-nadzirano modeliranje tema2009by Ramage, D.; Andrzejewski, D.; and related NLP community
  7. Prenosno učenje s NMF modelom tema2010 (transfer learning survey); 1999 (NMF)by Pan, S. J. & Yang, Q. (transfer learning framework); Lee, D. D. & Seung, H. S. (NMF base)
  8. BERTopic2022by Maarten Grootendorst
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Sve metode 28

BERTopicPrilagodljivi NMF model temaObjašnjivi LDA model temaObjašnjivi NMF model temaObjašnjivo modeliranje temaPrilagođeni model tema LDAPrilagođeno modeliranje temaLatent Dirichlet Allocation (LDA)LDA model temaVišejezično modeliranje temaMultimodal LDA Topic ModelMultimodal NMF Topic ModelVišeslojno modeliranje temaModel tema nenegativne faktorizacije matriceNMF modeliranje temaSamonadzirani LDA model temaModel samonadziranog NMF-a za tematsko modeliranjeSamonadzorirano modeliranje temaPolunadzirani model tema LDAPolu-nadgledani model tema NMFPolu-nadzirano modeliranje temaModeliranje temaModeliranje temaTransfer Learning with LDA Topic ModelPrenosno učenje s NMF modelom temaPrijenosno učenje s modeliranjem temaSlaba nadzirana inačica LDASlabo nadzirano modeliranje tema

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