{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T04:35:11Z","timestamp":1771475711620,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":29,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,8,4]],"date-time":"2017-08-04T00:00:00Z","timestamp":1501804800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"US National Science Foundation","award":["NSF IIS 1319973"],"award-info":[{"award-number":["NSF IIS 1319973"]}]},{"name":"US National Science Foundation","award":["NSF IIS-1514204"],"award-info":[{"award-number":["NSF IIS-1514204"]}]},{"name":"US National Science Foundation","award":["NSF IIS-1218393"],"award-info":[{"award-number":["NSF IIS-1218393"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,8,4]]},"DOI":"10.1145\/3097983.3098009","type":"proceedings-article","created":{"date-parts":[[2017,8,4]],"date-time":"2017-08-04T18:35:54Z","timestamp":1501871754000},"page":"535-543","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":37,"title":["Collaboratively Improving Topic Discovery and Word Embeddings by Coordinating Global and Local Contexts"],"prefix":"10.1145","author":[{"given":"Guangxu","family":"Xun","sequence":"first","affiliation":[{"name":"SUNY at Buffalo, Buffalo, NY, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yaliang","family":"Li","sequence":"additional","affiliation":[{"name":"SUNY at Buffalo & Baidu Research Big Data Lab, Buffalo, NY, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jing","family":"Gao","sequence":"additional","affiliation":[{"name":"SUNY at Buffalo, Buffalo, NY, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aidong","family":"Zhang","sequence":"additional","affiliation":[{"name":"SUNY at Buffalo, Buffalo, NY, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2017,8,4]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-33486-6_6"},{"key":"e_1_3_2_2_2_1","volume-title":"Latent dirichlet allocation. the Journal of machine Learning research","author":"Blei David M","year":"2003","unstructured":"David M Blei , Andrew Y Ng , and Michael I Jordan . 2003. Latent dirichlet allocation. the Journal of machine Learning research Vol. 3 ( 2003 ), 993--1022. David M Blei, Andrew Y Ng, and Michael I Jordan. 2003. Latent dirichlet allocation. the Journal of machine Learning research Vol. 3 (2003), 993--1022."},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.5555\/2390524.2390544"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.5555\/1953048.2078186"},{"key":"e_1_3_2_2_5_1","unstructured":"Rajarshi Das Manzil Zaheer and Chris Dyer. 2015. Gaussian LDA for Topic Models with Word Embeddings. ACL (1). 795--804.  Rajarshi Das Manzil Zaheer and Chris Dyer. 2015. Gaussian LDA for Topic Models with Word Embeddings. ACL (1). 795--804."},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4571(199009)41:6%3C391::AID-ASI1%3E3.0.CO;2-9"},{"key":"e_1_3_2_2_7_1","volume-title":"Nonnegative matrix factorization and probabilistic latent semantic indexing: Equivalence chi-square statistic, and a hybrid method AAAI","author":"Ding Chris","unstructured":"Chris Ding , Tao Li , and Wei Peng 2006. Nonnegative matrix factorization and probabilistic latent semantic indexing: Equivalence chi-square statistic, and a hybrid method AAAI , Vol. Vol. 6 . 137--143. Chris Ding, Tao Li, and Wei Peng 2006. Nonnegative matrix factorization and probabilistic latent semantic indexing: Equivalence chi-square statistic, and a hybrid method AAAI, Vol. Vol. 6. 137--143."},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/371920.372094"},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1080\/00437956.1954.11659520"},{"key":"e_1_3_2_2_10_1","volume-title":"Simlex-999: Evaluating semantic models with (genuine) similarity estimation. Computational Linguistics","author":"Hill Felix","year":"2016","unstructured":"Felix Hill , Roi Reichart , and Anna Korhonen 2016. Simlex-999: Evaluating semantic models with (genuine) similarity estimation. Computational Linguistics ( 2016 ). Felix Hill, Roi Reichart, and Anna Korhonen 2016. Simlex-999: Evaluating semantic models with (genuine) similarity estimation. Computational Linguistics (2016)."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/312624.312649"},{"key":"e_1_3_2_2_12_1","unstructured":"Eric H Huang Richard Socher Christopher D Manning and Andrew Y Ng 2012. Improving word representations via global context and multiple word prototypes ACL (1). 873--882.  Eric H Huang Richard Socher Christopher D Manning and Andrew Y Ng 2012. Improving word representations via global context and multiple word prototypes ACL (1). 873--882."},{"key":"e_1_3_2_2_13_1","volume-title":"ICML","volume":"14","author":"Le Quoc V","year":"2014","unstructured":"Quoc V Le and Tomas Mikolov 2014 . Distributed Representations of Sentences and Documents . ICML , Vol. Vol. 14 . 1188--1196. Quoc V Le and Tomas Mikolov 2014. Distributed Representations of Sentences and Documents. ICML, Vol. Vol. 14. 1188--1196."},{"key":"e_1_3_2_2_14_1","unstructured":"Daniel D Lee and H Sebastian Seung 2001. Algorithms for non-negative matrix factorization. Advances in neural information processing systems. 556--562.  Daniel D Lee and H Sebastian Seung 2001. Algorithms for non-negative matrix factorization. Advances in neural information processing systems. 556--562."},{"key":"e_1_3_2_2_15_1","unstructured":"Omer Levy and Yoav Goldberg 2014. Neural word embedding as implicit matrix factorization Advances in neural information processing systems. 2177--2185.  Omer Levy and Yoav Goldberg 2014. Neural word embedding as implicit matrix factorization Advances in neural information processing systems. 2177--2185."},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"crossref","unstructured":"Omer Levy Yoav Goldberg and Israel Ramat-Gan 2014. Linguistic Regularities in Sparse and Explicit Word Representations. CoNLL. 171--180.  Omer Levy Yoav Goldberg and Israel Ramat-Gan 2014. Linguistic Regularities in Sparse and Explicit Word Representations. CoNLL. 171--180.","DOI":"10.3115\/v1\/W14-1618"},{"key":"e_1_3_2_2_17_1","volume-title":"Generative topic embedding: a continuous representation of documents Proceedings of The 54th Annual Meeting of the Association for Computational Linguistics (ACL)","author":"Li Shaohua","unstructured":"Shaohua Li , Tat-Seng Chua , Jun Zhu , and Chunyan Miao . 2016. Generative topic embedding: a continuous representation of documents Proceedings of The 54th Annual Meeting of the Association for Computational Linguistics (ACL) . Shaohua Li, Tat-Seng Chua, Jun Zhu, and Chunyan Miao. 2016. Generative topic embedding: a continuous representation of documents Proceedings of The 54th Annual Meeting of the Association for Computational Linguistics (ACL)."},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"crossref","unstructured":"Yang Liu Zhiyuan Liu Tat-Seng Chua and Maosong Sun. 2015. Topical Word Embeddings.. In AAAI. 2418--2424.  Yang Liu Zhiyuan Liu Tat-Seng Chua and Maosong Sun. 2015. Topical Word Embeddings.. In AAAI. 2418--2424.","DOI":"10.1609\/aaai.v29i1.9522"},{"key":"e_1_3_2_2_19_1","unstructured":"Thang Luong Richard Socher and Christopher D Manning. 2013. Better word representations with recursive neural networks for morphology. CoNLL. 104--113.  Thang Luong Richard Socher and Christopher D Manning. 2013. Better word representations with recursive neural networks for morphology. CoNLL. 104--113."},{"key":"e_1_3_2_2_20_1","unstructured":"Tomas Mikolov Ilya Sutskever Kai Chen Greg S Corrado and Jeff Dean 2013natexlaba. Distributed representations of words and phrases and their compositionality Advances in neural information processing systems. 3111--3119.  Tomas Mikolov Ilya Sutskever Kai Chen Greg S Corrado and Jeff Dean 2013natexlaba. Distributed representations of words and phrases and their compositionality Advances in neural information processing systems. 3111--3119."},{"key":"e_1_3_2_2_21_1","volume-title":"Hlt-naacl","volume":"13","author":"Mikolov Tomas","year":"2013","unstructured":"Tomas Mikolov , Wen-tau Yih, and Geoffrey Zweig . 2013 . Linguistic Regularities in Continuous Space Word Representations . Hlt-naacl , Vol. Vol. 13 . 746--751. Tomas Mikolov, Wen-tau Yih, and Geoffrey Zweig. 2013. Linguistic Regularities in Continuous Space Word Representations. Hlt-naacl, Vol. Vol. 13. 746--751."},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.5555\/2145432.2145462"},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00140"},{"key":"e_1_3_2_2_24_1","volume-title":"2015 International Conference on. IEEE, 193--196","author":"Niu Liqiang","year":"2015","unstructured":"Liqiang Niu , Xinyu Dai , Jianbing Zhang , and Jiajun Chen . 2015 . Topic2Vec: learning distributed representations of topics Asian Language Processing (IALP) , 2015 International Conference on. IEEE, 193--196 . Liqiang Niu, Xinyu Dai, Jianbing Zhang, and Jiajun Chen. 2015. Topic2Vec: learning distributed representations of topics Asian Language Processing (IALP), 2015 International Conference on. IEEE, 193--196."},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1162"},{"key":"e_1_3_2_2_26_1","volume-title":"A word at a time: computing word relatedness using temporal semantic analysis Proceedings of the 20th international conference on World wide web. ACM, 337--346","author":"Radinsky Kira","unstructured":"Kira Radinsky , Eugene Agichtein , Evgeniy Gabrilovich , and Shaul Markovitch 2011. A word at a time: computing word relatedness using temporal semantic analysis Proceedings of the 20th international conference on World wide web. ACM, 337--346 . Kira Radinsky, Eugene Agichtein, Evgeniy Gabrilovich, and Shaul Markovitch 2011. A word at a time: computing word relatedness using temporal semantic analysis Proceedings of the 20th international conference on World wide web. ACM, 337--346."},{"key":"e_1_3_2_2_27_1","volume-title":"2016 IEEE 16th International Conference on. IEEE, 1299--1304","author":"Xun Guangxu","year":"2016","unstructured":"Guangxu Xun , Vishrawas Gopalakrishnan , Fenglong Ma , Yaliang Li , Jing Gao , and Aidong Zhang . 2016 . Topic Discovery for Short Texts Using Word Embeddings Data Mining (ICDM) , 2016 IEEE 16th International Conference on. IEEE, 1299--1304 . Guangxu Xun, Vishrawas Gopalakrishnan, Fenglong Ma, Yaliang Li, Jing Gao, and Aidong Zhang. 2016. Topic Discovery for Short Texts Using Word Embeddings Data Mining (ICDM), 2016 IEEE 16th International Conference on. IEEE, 1299--1304."},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/588"},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-20161-5_34"}],"event":{"name":"KDD '17: The 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","location":"Halifax NS Canada","acronym":"KDD '17","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"]},"container-title":["Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3097983.3098009","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3097983.3098009","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T19:03:42Z","timestamp":1750273422000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3097983.3098009"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8,4]]},"references-count":29,"alternative-id":["10.1145\/3097983.3098009","10.1145\/3097983"],"URL":"https:\/\/doi.org\/10.1145\/3097983.3098009","relation":{},"subject":[],"published":{"date-parts":[[2017,8,4]]},"assertion":[{"value":"2017-08-04","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}