{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T14:36:20Z","timestamp":1775054180318,"version":"3.50.1"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319529196","type":"print"},{"value":"9783319529202","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-52920-2_13","type":"book-chapter","created":{"date-parts":[[2017,2,16]],"date-time":"2017-02-16T13:13:40Z","timestamp":1487250820000},"page":"132-144","source":"Crossref","is-referenced-by-count":8,"title":["Parallel Non-blocking Deterministic Algorithm for Online Topic Modeling"],"prefix":"10.1007","author":[{"given":"Oleksandr","family":"Frei","sequence":"first","affiliation":[]},{"given":"Murat","family":"Apishev","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,2,17]]},"reference":[{"issue":"4","key":"13_CR1","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1145\/2133806.2133826","volume":"55","author":"DM Blei","year":"2012","unstructured":"Blei, D.M.: Probabilistic topic models. Commun. ACM 55(4), 77\u201384 (2012)","journal-title":"Commun. ACM"},{"issue":"2","key":"13_CR2","doi-asserted-by":"crossref","first-page":"280","DOI":"10.1007\/s11704-009-0062-y","volume":"4","author":"A Daud","year":"2010","unstructured":"Daud, A., Li, J., Zhou, L., Muhammad, F.: Knowledge discovery through directed probabilistic topic models: a survey. Front. Comput. Sci. Chin 4(2), 280\u2013301 (2010)","journal-title":"Front. Comput. Sci. Chin"},{"key":"13_CR3","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993\u20131022 (2003)","journal-title":"J. Mach. Learn. Res."},{"key":"13_CR4","doi-asserted-by":"crossref","unstructured":"Yuan, J., Gao, F., Ho, Q., Dai, W., Wei, J., Zheng, X., Xing, E.P., Liu, T.Y., Ma, W.Y.: LightLDA: big topic models on modest computer clusters. In: Proceedings of the 24th International Conference on World Wide Web, pp. 1351\u20131361 (2015)","DOI":"10.1145\/2736277.2741115"},{"key":"13_CR5","doi-asserted-by":"crossref","unstructured":"Hofmann, T.: Probabilistic latent semantic indexing. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 50\u201357 (1999)","DOI":"10.1145\/312624.312649"},{"key":"13_CR6","unstructured":"Hoffman, M.D., Blei, D.M., Bach, F.R.: Online learning for latent Dirichlet allocation. In: NIPS, pp. 856\u2013864. Curran Associates Inc. (2010)"},{"key":"13_CR7","first-page":"1801","volume":"10","author":"D Newman","year":"2009","unstructured":"Newman, D., Asuncion, A., Smyth, P., Welling, M.: Distributed algorithms for topic models. J. Mach. Learn. Res. 10, 1801\u20131828 (2009)","journal-title":"J. Mach. Learn. Res."},{"key":"13_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1007\/978-3-642-02158-9_26","volume-title":"Algorithmic Aspects in Information and Management","author":"Y Wang","year":"2009","unstructured":"Wang, Y., Bai, H., Stanton, M., Chen, W.-Y., Chang, E.Y.: PLDA: parallel latent Dirichlet allocation for large-scale applications. In: Goldberg, A.V., Zhou, Y. (eds.) AAIM 2009. LNCS, vol. 5564, pp. 301\u2013314. Springer, Heidelberg (2009). doi: 10.1007\/978-3-642-02158-9_26"},{"issue":"3","key":"13_CR9","first-page":"26:1","volume":"2","author":"Z Liu","year":"2011","unstructured":"Liu, Z., Zhang, Y., Chang, E.Y., Sun, M.: PLDA+: parallel latent Dirichlet allocation with data placement and pipeline processing. ACM Trans. Intell. Syst. Technol. 2(3), 26:1\u201326:18 (2011)","journal-title":"ACM Trans. Intell. Syst. Technol."},{"key":"13_CR10","doi-asserted-by":"crossref","unstructured":"Seide, F., Fu, H., Droppo, J., Li, G., Yu, D.: On parallelizability of stochastic gradient descent for speech DNNs. In: 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 235\u2013239. IEEE (2014)","DOI":"10.1109\/ICASSP.2014.6853593"},{"key":"13_CR11","unstructured":"Dean, J., Corrado, G.S., Monga, R., Chen, K., Devin, M., Le, Q.V., Mao, M.Z., Ranzato, M.-A., Senior, A., Tucker, P., Yang, K., Ng, A.Y.: Large scale distributed deep networks. In: NIPS, pp. 1223\u20131231 (2012)"},{"key":"13_CR12","unstructured":"\u0158eh\u016f\u0159ek, R., Sojka, P.: Software framework for topic modelling with large corpora. In: Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks, pp. 45\u201350, Valletta, Malta, May 2010"},{"key":"13_CR13","unstructured":"Langford, J., Li, L., Strehl, A.: Vowpal wabbit open source project. Technical report. Yahoo! (2007)"},{"key":"13_CR14","unstructured":"McCallum, A.K.: A Machine Learning for Language Toolkit (2002). http:\/\/mallet.cs.umass.edu"},{"issue":"1\u20132","key":"13_CR15","doi-asserted-by":"crossref","first-page":"703","DOI":"10.14778\/1920841.1920931","volume":"3","author":"A Smola","year":"2010","unstructured":"Smola, A., Narayanamurthy, S.: An architecture for parallel topic models. Proc. VLDB Endow. 3(1\u20132), 703\u2013710 (2010)","journal-title":"Proc. VLDB Endow."},{"issue":"3","key":"13_CR16","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1134\/S1064562414020185","volume":"89","author":"KV Vorontsov","year":"2014","unstructured":"Vorontsov, K.V.: Additive regularization for topic models of text collections. Dokl. Math. 89(3), 301\u2013304 (2014)","journal-title":"Dokl. Math."},{"issue":"1","key":"13_CR17","first-page":"303","volume":"101","author":"KV Vorontsov","year":"2015","unstructured":"Vorontsov, K.V., Potapenko, A.A.: Additive regularization of topic models. Mach. Learn. Spec. Issue Data Anal. Intell. Optim. 101(1), 303\u2013323 (2015)","journal-title":"Mach. Learn. Spec. Issue Data Anal. Intell. Optim."},{"key":"13_CR18","series-title":"Communications in Computer and Information Science","doi-asserted-by":"publisher","first-page":"370","DOI":"10.1007\/978-3-319-26123-2_36","volume-title":"Analysis of Images, Social Networks and Texts","author":"K Vorontsov","year":"2015","unstructured":"Vorontsov, K., Frei, O., Apishev, M., Romov, P., Dudarenko, M.: BigARTM: open source library for regularized multimodal topic modeling of large collections. In: Khachay, M.Y., Konstantinova, N., Panchenko, A., Ignatov, D.I., Labunets, V.G. (eds.) AIST 2015. CCIS, vol. 542, pp. 370\u2013381. Springer, Heidelberg (2015). doi: 10.1007\/978-3-319-26123-2_36"},{"key":"13_CR19","doi-asserted-by":"crossref","unstructured":"Vorontsov, K., Frei, O., Apishev, M., Romov, P., Suvorova, M., Yanina, A.: Non-Bayesian additive regularization for multimodal topic modeling of large collections. In: Proceedings of the 2015 Workshop on Topic Models: Post-Processing and Applications, pp. 29\u201337. ACM, New York (2015)","DOI":"10.1007\/978-3-319-26123-2_36"}],"container-title":["Communications in Computer and Information Science","Analysis of Images, Social Networks and Texts"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-52920-2_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,18]],"date-time":"2019-09-18T15:43:37Z","timestamp":1568821417000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-52920-2_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319529196","9783319529202"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-52920-2_13","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]}}}