Publications - JeanPaulShapo/bigartm GitHub Wiki
#Publications
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Vorontsov, Konstantin and Frei, Oleksandr and Apishev, Murat and Romov, Peter and Suvorova, Marina and Yanina, Anastasia; Non-Bayesian Additive Regularization for Multimodal Topic Modeling of Large Collections // Proceedings of the 2015 Workshop on Topic Models: Post-Processing and Applications, PDF in English.
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Vorontsov K., Potapenko A., Plavin A. Additive Regularization of Topic Models for Topic Selection and Sparse Factorization. // Statistical Learning and Data Sciences. 2015 --- pp. 193-202. [PDF in English] (https://s3-eu-west-1.amazonaws.com/artm/voron15slds.pdf).
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Vorontsov K., Frei O., Apishev M., Romov P., Dudarenko M. BigARTM: Open Source Library for Regularized Multimodal Topic Modeling of Large Collections Analysis of Images, Social Networks and Texts. 2015. [Slides in English] (https://s3-eu-west-1.amazonaws.com/artm/voron15aist-slides.pdf), [Article in English] (https://s3-eu-west-1.amazonaws.com/artm/Voron15aist.pdf).
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Vorontsov K. V. Additive Regularization for Topic Models of Text Collections // Doklady Mathematics. 2014, Pleiades Publishing, Ltd. --- Vol. 89, No. 3, pp. 301--304. [PDF in English] (https://s3-eu-west-1.amazonaws.com/artm/voron14dan-eng.pdf), [PDF in Russian] (https://s3-eu-west-1.amazonaws.com/artm/voron14dan.pdf).
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Vorontsov K. V., Potapenko A. A. Tutorial on Probabilistic Topic Modeling: Additive Regularization for Stochastic Matrix Factorization // AIST'2014, Analysis of Images, Social networks and Texts. Springer International Publishing Switzerland, 2014. Communications in Computer and Information Science (CCIS). Vol. 436. pp. 29--46. [PDF in English] (https://s3-eu-west-1.amazonaws.com/artm/voron14aist.pdf).
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Vorontsov K. V., Potapenko A. A. Additive Regularization of Topic Models // Machine Learning Journal, Special Issue "Data Analysis and Intelligent Optimization", Springer, 2014. [PDF in English] (https://s3-eu-west-1.amazonaws.com/artm/voron-potap14artm-eng.pdf), [PDF in Russian] (https://s3-eu-west-1.amazonaws.com/artm/voron-potap14artm-rus.pdf).