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Semi-supervised NMF Topic Model/Ushahidi
Rekodi ya ushahidi wa mbinu

Semi-supervised NMF Topic Model

Semi-supervised Non-negative Matrix Factorization (NMF) Topic Model extends unsupervised NMF by incorporating user-provided seed words or label constraints to steer discovered topics toward domain-relevant themes. It factorizes a document-term matrix into interpretable non-negative components while respecting lexical priors, yielding coherent, application-aligned topics even from modest corpora.

Sources recorded, not reviewed

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Semi-supervised Non-negative Matrix Factorization Topic Model
Rekodi ya mbinu ya kiajenda · ml-model / deep-learning
  • Lee, D. D., & Seung, H. S. (2001). Algorithms for non-negative matrix factorization. Advances in Neural Information Processing Systems, 13, 556–562. · URL
  • Jagarlamudi, J., Daume, H., & Udupa, R. (2012). Incorporating lexical priors into topic models. Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2012), 204–213. · URL
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Taxonomic bucketLDA Topic Modelmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketNMF Topic Modelmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised LDA Topic Modelmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Transformermachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSentence Embeddingsmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTopic Modelingmachine-suggested · Relational suggestion, not evidence.

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Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

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