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Asian Low-Resour. Lang. Inf. Process."],"published-print":{"date-parts":[[2021,11,30]]},"abstract":"<jats:p>\n            Domain terminologies are a basic resource for various natural language processing tasks. To automatically discover terminologies for a domain of interest, most traditional approaches mostly rely on a domain-specific corpus given in advance; thus, the performance of traditional approaches can only be guaranteed when collecting a high-quality domain-specific corpus, which requires extensive human involvement and domain expertise. In this article, we propose a novel approach that is capable of automatically mining domain terminologies using search engine's query log\u2014a type of domain-independent corpus of higher availability, coverage, and timeliness than a manually collected domain-specific corpus. In particular, we represent query log as a heterogeneous network and formulate the task of mining domain terminology as transductive learning on the heterogeneous network. In the proposed approach, the manifold structure of domain-specificity inherent in query log is captured by using a novel network embedding algorithm and further exploited to reduce the need for the manual annotation efforts for domain terminology classification. We select\n            <jats:italic>Agriculture<\/jats:italic>\n            and\n            <jats:italic>Healthcare<\/jats:italic>\n            as the target domains and experiment using a real query log from a commercial search engine. Experimental results show that the proposed approach outperforms several state-of-the-art approaches.\n          <\/jats:p>","DOI":"10.1145\/3462327","type":"journal-article","created":{"date-parts":[[2021,8,12]],"date-time":"2021-08-12T16:57:58Z","timestamp":1628787478000},"page":"1-32","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Mining Domain Terminologies Using Search Engine's Query Log"],"prefix":"10.1145","volume":"20","author":[{"given":"Weijian","family":"Ni","sequence":"first","affiliation":[{"name":"Shandong University of Science and Technology, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tong","family":"Liu","sequence":"additional","affiliation":[{"name":"Shandong University of Science and Technology, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qingtian","family":"Zeng","sequence":"additional","affiliation":[{"name":"Shandong University of Science and Technology, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nengfu","family":"Xie","sequence":"additional","affiliation":[{"name":"Chinese Academy of Agricultural Sciences, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2021,8,12]]},"reference":[{"key":"e_1_2_1_1_1","volume-title":"Proceedings of the 51st Meeting of the Association for Computational Linguistics","volume":"1","author":"Aker Ahmet","year":"2013"},{"volume-title":"Proceedings of the 11th International Conference on Language Resources and Evaluation. 483\u2013489","author":"Aker Ahmet","key":"e_1_2_1_2_1"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/W14-4803"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.5555\/3270332.3270375"},{"volume-title":"Proceedings of the 7th International Conference on Language Resources and Evaluation. 19\u201321","year":"2010","author":"Bonin Francesca","key":"e_1_2_1_5_1"},{"volume-title":"Proceedings of the 23rd International Conference on Computational Linguistics. 77","year":"2010","author":"Bonin Francesca","key":"e_1_2_1_6_1"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2018.2807452"},{"volume-title":"Proceedings of the NAACL HLT Student Research Workshop. 16\u201323","year":"2013","author":"Conrado Merley","key":"e_1_2_1_8_1"},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098036"},{"key":"e_1_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-010-0296-x"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/1596990.1596995"},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s007999900023"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/1367497.1367506"},{"key":"e_1_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1149"},{"key":"e_1_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/1458082.1458334"},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11280-015-0336-2"},{"volume-title":"Proceedings of the 8th International Conference on Educational Data Mining.","author":"Leo John Rogers Jeffrey","key":"e_1_2_1_18_1"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btg1023"},{"volume-title":"Proceedings of the 16th Australasian Document Computing Symposium. 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