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Tutorial on Probabilistic Topic Modeling: Additive Regularization for Stochastic Matrix Factorization.

, и . AIST, том 436 из Communications in Computer and Information Science, стр. 29-46. Springer, (2014)

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Valeriy Vorontsov

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Robust PLSA Performs Better Than LDA., и . ECIR, том 7814 из Lecture Notes in Computer Science, стр. 784-787. Springer, (2013)Optimizing Modality Weights in Topic Models of Transactional Data., и . Autom. Remote. Control., 83 (12): 1908-1922 (декабря 2022)Regularized Multimodal Hierarchical Topic Model for Document-by-Document Exploratory Search., и . FRUCT, стр. 131-138. IEEE, (2019)Detecting Human Values and Sentiments in Large Text Collections with a Context-Dependent Information Markup: A Methodology and Math., , и . HCI (20), том 14703 из Lecture Notes in Computer Science, стр. 372-383. Springer, (2024)Additive Regularization of Topic Models for Topic Selection and Sparse Factorization., , и . SLDS, том 9047 из Lecture Notes in Computer Science, стр. 193-202. Springer, (2015)Learning Topic Models with Arbitrary Loss., и . FRUCT, стр. 1-8. IEEE, (2020)BigARTM: Open Source Library for Regularized Multimodal Topic Modeling of Large Collections., , , , и . AIST, том 542 из Communications in Computer and Information Science, стр. 370-381. Springer, (2015)Fast and modular regularized topic modelling., , , и . FRUCT, стр. 182-193. IEEE, (2017)TopicNet: Making Additive Regularisation for Topic Modelling Accessible., , , , , , и . LREC, стр. 6745-6752. European Language Resources Association, (2020)Topic Balancing with Additive Regularization of Topic Models., и . ACL (student), стр. 59-65. Association for Computational Linguistics, (2020)