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Semi-supervised Topic Modeling/Ushahidi
Rekodi ya ushahidi wa mbinu

Semi-supervised Topic Modeling

Semi-supervised topic modeling extends unsupervised topic models such as LDA by incorporating partial human supervision — seed words, labeled documents, or must-link/cannot-link constraints — to steer discovered topics toward meaningful, domain-relevant categories while still exploiting the large unlabeled corpus for statistical strength.

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Semi-supervised Topic Modeling (Seed-guided and Labeled LDA variants)
Rekodi ya mbinu ya kiajenda · ml-model / deep-learning
  • Ramage, D., Hall, D., Nallapati, R., & Manning, C. D. (2009). Labeled LDA: A supervised topic model for credit attribution in multi-labeled corpora. Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, 248–256. Association for Computational Linguistics. · URL
  • Andrzejewski, D., Zhu, X., & Craven, M. (2009). Incorporating domain knowledge into topic modeling via Dirichlet forest priors. Proceedings of the 26th Annual International Conference on Machine Learning (ICML), 25–32. · URL
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See alsoLatent Dirichlet Allocationmachine-suggested · Relational suggestion, not evidence.See alsoNon-negative Matrix Factorizationmachine-suggested · Relational suggestion, not evidence.See alsoWord2Vecmachine-suggested · Relational suggestion, not evidence.

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