{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,8,25]],"date-time":"2023-08-25T14:57:32Z","timestamp":1692975452597},"reference-count":21,"publisher":"SAGE Publications","issue":"11","license":[{"start":{"date-parts":[[2018,11,1]],"date-time":"2018-11-01T00:00:00Z","timestamp":1541030400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Distributed Sensor Networks"],"published-print":{"date-parts":[[2018,11]]},"abstract":"<jats:p> The keywords extraction of bilingual news events in China and Vietnam has a very important role in understanding bilingual news events. It can quickly locate and briefly compare the news of the same events reported by the two countries. Chinese\u2013Vietnam news texts are typically unstructured big data. How to extract the keywords that characterize the news in these unstructured data is the difficult problem of unstructured big data analysis. Bilingual documents are difficult to understand because bilingual Chinese and Vietnamese are not in the same language space. However, the hypergraph of the hypergraph model can better express the multiple relations of the vocabulary association and the entity association for bilingual news. Therefore, a method based on hypergraph for bilingual news keywords extraction is proposed. In this method, bilingual news words are extracted to construct a bilingual word set, and the words are taken as vertices. Chinese\u2013Vietnamese sentences and bilingual words with the same semantic meaning as different types of hyperedges and the bilingual word frequency are used as the attribute to construct a bilingual news item word hypergraph model. Then, the directional diffusion algorithm in the wireless sensor network is used to iteratively calculate the weights of the vertices so as to realize the extraction of keywords in the Chinese\u2013Vietnam bilingual news. The experimental results show that the proposed hypergraph method is better than the single-document extraction method, which can better obtain the keywords of the bilingual unstructured text data. <\/jats:p>","DOI":"10.1177\/1550147718811107","type":"journal-article","created":{"date-parts":[[2018,11,13]],"date-time":"2018-11-13T12:33:37Z","timestamp":1542112417000},"page":"155014771881110","update-policy":"http:\/\/dx.doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":2,"title":["Keywords extraction in Chinese\u2013Vietnamese bilingual news based on hypergraph"],"prefix":"10.1177","volume":"14","author":[{"given":"Jiaxin","family":"Zhai","sequence":"first","affiliation":[{"name":"School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shengxiang","family":"Gao","sequence":"additional","affiliation":[{"name":"School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhengtao","family":"Yu","sequence":"additional","affiliation":[{"name":"School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zequan","family":"Fan","sequence":"additional","affiliation":[{"name":"School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Li","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hua","family":"Lai","sequence":"additional","affiliation":[{"name":"School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yafei","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2018,11,13]]},"reference":[{"key":"bibr1-1550147718811107","doi-asserted-by":"publisher","DOI":"10.2298\/FIL1805947G"},{"key":"bibr2-1550147718811107","first-page":"277","volume-title":"Proceedings of the IEEE international conference on bioinformatics and biomedicine workshops","author":"Samuel J"},{"key":"bibr3-1550147718811107","doi-asserted-by":"publisher","DOI":"10.1016\/0306-4573(88)90021-0"},{"key":"bibr4-1550147718811107","doi-asserted-by":"publisher","DOI":"10.1142\/S0218213004001466"},{"key":"bibr5-1550147718811107","first-page":"404","volume-title":"Proceedings of conference on empirical methods in natural language processing","author":"Mihalcea R"},{"key":"bibr6-1550147718811107","first-page":"993","volume":"3","author":"Blei DM","year":"2003","journal-title":"J Mach Learn Res"},{"key":"bibr7-1550147718811107","first-page":"366","volume-title":"Proceedings of the conference on empirical methods in natural language processing","author":"Liu Z"},{"key":"bibr8-1550147718811107","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2015.2481420"},{"key":"bibr9-1550147718811107","doi-asserted-by":"publisher","DOI":"10.1007\/11510888_26"},{"issue":"6","key":"bibr10-1550147718811107","first-page":"75","volume":"22","author":"Jie Y","year":"2008","journal-title":"J Chin Inform Process"},{"key":"bibr11-1550147718811107","volume-title":"Hypergraphs","author":"Berge C","year":"1989"},{"key":"bibr12-1550147718811107","unstructured":"Berge C. 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