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Local citation recommendation that provides a list of references based on a text segment could alleviate the problem. Most existing local citation recommendation approaches concentrate on how to narrow the semantic difference between the scientific papers\u2019 and citation context\u2019s text content, completely neglecting other information. Inspired by the successful use of the encoder-decoder framework in machine translation, we develop an attention-based encoder-decoder (AED) model for local citation recommendation. The proposed AED model integrates venue information and author information in attention mechanism and learns relations between variable-length texts of the two text objects, i.e., citation contexts and scientific papers. Specifically, we first construct an encoder to represent a citation context as a vector in a low-dimensional space; after that, we construct an attention mechanism integrating venue information and author information and use RNN to construct a decoder, then we map the decoder\u2019s output into a softmax layer, and score the scientific papers. Finally, we select papers which have high scores and generate a recommended reference paper list. We conduct experiments on the DBLP and ACL Anthology Network (AAN) datasets, and the results illustrate that the performance of the proposed approach is better than the other three state-of-the-art approaches.<\/jats:p>","DOI":"10.1155\/2019\/1232581","type":"journal-article","created":{"date-parts":[[2019,6,3]],"date-time":"2019-06-03T19:30:30Z","timestamp":1559590230000},"page":"1-7","source":"Crossref","is-referenced-by-count":17,"title":["Attention-Based Personalized Encoder-Decoder Model for Local Citation Recommendation"],"prefix":"10.1155","volume":"2019","author":[{"given":"Libin","family":"Yang","sequence":"first","affiliation":[{"name":"School of Automation, Northwestern Polytechnical University, Xi\u2019an, Shaanxi, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zeqing","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Telecommunications Engineering, Xidian University, Xi\u2019an, Shaanxi, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1406-107X","authenticated-orcid":true,"given":"Xiaoyan","family":"Cai","sequence":"additional","affiliation":[{"name":"School of Automation, Northwestern Polytechnical University, Xi\u2019an, Shaanxi, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tao","family":"Dai","sequence":"additional","affiliation":[{"name":"School of Software Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1109\/tifs.2017.2730365"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2014.08.021"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1109\/tpds.2015.2425407"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1021\/acs.chemrev.6b00851"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1109\/access.2015.2481320"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1109\/tbdata.2016.2555318"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.26599\/tst.2018.9010011"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2018.2817245"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.2991\/ijcis.11.1.44"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.3233\/JIFS-172039"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2014.09.017"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2872730"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1045\/september2016-duma"},{"key":"29","year":"2010"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2017.10.120"},{"key":"37","year":"2016"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/1232581.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/1232581.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/1232581.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,3]],"date-time":"2019-06-03T19:30:35Z","timestamp":1559590235000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/cin\/2019\/1232581\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,3]]},"references-count":16,"alternative-id":["1232581","1232581"],"URL":"https:\/\/doi.org\/10.1155\/2019\/1232581","relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"value":"1687-5265","type":"print"},{"value":"1687-5273","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,6,3]]}}}