CLC number: TP391
On-line Access: 2020-03-18
Received: 2018-06-08
Revision Accepted: 2018-12-08
Crosschecked: 2019-08-14
Cited: 0
Clicked: 4911
Wei-ming Lu, Jia-hui Liu, Wei Xu, Peng Wang, Bao-gang Wei. EncyCatalogRec: catalog recommendation for encyclopedia article completion[J]. Frontiers of Information Technology & Electronic Engineering,in press.https://doi.org/10.1631/FITEE.1800363 @article{title="EncyCatalogRec: catalog recommendation for encyclopedia article completion", %0 Journal Article TY - JOUR
EncyCatalogRec:针对百科文章补全的目录推荐浙江大学计算机科学与技术学院,中国杭州市,310027 摘要:目前,在线百科(如维基百科等)已提供海量且主题多样的文章。然而,部分文章内容仍不够完善。本文提出EncyCatalogRec,一种能为百科文章推荐相关目录,从而帮助用户更好完善百科内容的系统。首先,将百科文章和目录项表达为内嵌向量,基于局部敏感哈希方法检索得到相关文章,并以这些文章的目录项为候选项;然后,基于检索得到的文章及其目录项构建关系图,进一步转为乘积图;在乘积图上,将目录推荐问题转为直推式学习问题;最后,基于学习排序算法对推荐得到的目录项排序。热启动和冷启动场景实验均证实,本文所提方法性能优于已有方法。最后通过示例验证了所提方法性能。 关键词组: Darkslateblue:Affiliate; Royal Blue:Author; Turquoise:Article
Reference[1]Banerjee S, Mitra P, 2015a. Filling the gaps: improving Wikipedia stubs. Proc ACM Symp on Document Engineering, p.117-120. [2]Banerjee S, Mitra P, 2015b. WikiKreator: improving Wikipedia stubs automatically. Proc 53rd> Annual Meeting of the Association for Computational Linguistics and the 7$^rm th$ Int Joint Conf on Natural Language Processing, p.867-877. [3]Banerjee S, Mitra P, 2016. WikiWrite: generating Wikipedia articles automatically. Proc 25th> Int Joint Conf on Artificial Intelligence, p.2740-2746. [4]Bizer C, Lehmann J, Kobilarov G, et al., 2009. DBpedia—a crystallization point for the web of data. it J Web Semant, 7(3):154-165. [5]Datar M, Immorlica N, Indyk P, et al., 2004. Locality-sensitive hashing scheme based on $p$-stable distributions. Proc 20th> Annual Symp on Computational Geometry, p.253-262. [6]Fetahu B, Markert K, Anand A, 2015. Automated news suggestions for populating Wikipedia entity pages. Proc 24th> ACM Int Conf on Information and Knowledge Management, p.323-332. [7]Gambhir M, Gupta V, 2017. Recent automatic text summarization techniques: a survey. it Artif Intell Rev, 47(1):1-66. [8]Haveliwala TH, 2002. Topic-sensitive PageRank. Proc 11th> Int Conf on World Wide Web, p.517-526. [9]He XN, Liao LZ, Zhang HW, et al., 2017. Neural collaborative filtering. Proc 26th> Int Conf on World Wide Web, p.173-182. [10]Hoffart J, Suchanek FM, Berberich K, et al., 2013. YAGO2: a spatially and temporally enhanced knowledge base from Wikipedia. it Artif Intell, 194:28-61. [11]Joachims T, 2002. Optimizing search engines using clickthrough data. Proc 8th> ACM SIGKDD Int Conf on Knowledge Discovery and Data Mining, p.133-142. [12]Joachims T, 2006. Training linear SVMs in linear time. Proc 12th> ACM SIGKDD Int Conf on Knowledge Discovery and Data Mining, p.217-226. [13]Koren Y, Bell R, Volinsky C, 2009. Matrix factorization techniques for recommender systems. it Computer, 42(8):30-37. [14]Le QV, Mikolov T, 2014. Distributed representations of sentences and documents. Proc 31th> Int Conf on Machine Learning, p.1188-1196. [15]Liu HX, Yang YM, 2015. Bipartite edge prediction via transductive learning over product graphs. Proc 32nd> Int Conf on Machine Learning, p.1880-1888. [16]Luo X, Zhou MC, Xia YN, et al., 2014. An efficient non-negative matrix-factorization-based approach to collaborative filtering for recommender systems. it IEEE Trans Ind Inform, 10(2):1273-1284. [17]Mikolov T, Sutskever I, Chen K, et al., 2013a. Distributed representations of words and phrases and their compositionality. Proc 26th> Int Conf on Neural Information Processing Systems, p.3111-3119. [18]Mikolov T, Chen K, Corrado G, et al., 2013b. Efficient estimation of word representations in vector space. https://arxiv.org/abs/1301.3781 [19]Reinanda R, Meij E, de Rijke M, 2015. Mining, ranking and recommending entity aspects. Proc 38th> Int ACM SIGIR Conf on Research and Development in Information Retrieval, p.263-272. [20]Sauper C, Barzilay R, 2009. Automatically generating Wikipedia articles: a structure-aware approach. Proc 47th> Annual Meeting of the ACL and the 4th> Int Joint Conf on Natural Language Processing of the AFNLP, p.208-216. [21]Strube M, Ponzetto SP, 2006. WikiRelate! Computing semantic relatedness using Wikipedia. Proc 21st> National Conf on Artificial Intelligence, p.1419-1424. [22]Suchanek FM, Kasneci G, Weikum G, 2007. YAGO: a core of semantic knowledge. Proc 16th> Int Conf on World Wide Web, p.697-706. [23]Tanaka S, Okazaki N, Ishizuka M, 2010. Learning web query patterns for imitating Wikipedia articles. Proc 23rd> Int Conf on Computational Linguistics, p.1229-1237. [24]Wagstaff KL, Riloff E, Lanza NL, et al., 2016. Creating a Mars target encyclopedia by extracting information from the planetary science literature. AAAI Workshop on Knowledge Extraction from Text, p.532-536. [25]Wulczyn E, West R, Zia L, et al., 2016. Growing Wikipedia across languages via recommendation. Proc 25th> Int Conf on World Wide Web, p.975-985. [26]Zhao Y, Karypis G, 2002. Evaluation of hierarchical clustering algorithms for document datasets. Proc 11th> Int Conf on Information and Knowledge Management, p.515-524. [27]Zhao Y, Karypis G, Fayyad U, 2005. Hierarchical clustering algorithms for document datasets. it Data Min Knowl Discov, 10(2):141-168. Journal of Zhejiang University-SCIENCE, 38 Zheda Road, Hangzhou
310027, China
Tel: +86-571-87952783; E-mail: cjzhang@zju.edu.cn Copyright © 2000 - 2024 Journal of Zhejiang University-SCIENCE |
Open peer comments: Debate/Discuss/Question/Opinion
<1>