acl acl2013 acl2013-242 acl2013-242-reference knowledge-graph by maker-knowledge-mining

242 acl-2013-Mining Equivalent Relations from Linked Data


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Author: Ziqi Zhang ; Anna Lisa Gentile ; Isabelle Augenstein ; Eva Blomqvist ; Fabio Ciravegna

Abstract: Linking heterogeneous resources is a major research challenge in the Semantic Web. This paper studies the task of mining equivalent relations from Linked Data, which was insufficiently addressed before. We introduce an unsupervised method to measure equivalency of relation pairs and cluster equivalent relations. Early experiments have shown encouraging results with an average of 0.75~0.87 precision in predicting relation pair equivalency and 0.78~0.98 precision in relation clustering. 1


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Eytan Adar, Michael Skinner, Daniel Weld. 2009. Information Arbitrage across Multilingual Wikipedia. Proceedings of the Second ACM International Conference on Web Search and Data Mining, pp. 94 – 103. Gosse Bouma, Sergio Duarte, Zahurul Islam. 2009. Cross-lingual Alignment and Completion of Wikipedia Templates. Proceedings of the Third International Workshop on Cross Lingual Information Access: Addressing the Information Need of Multilingual Societies, pp. 61 – 69 Doug Beeferman, Adam Berger. 2000. Agglomerative clustering of a search engine query log. Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 407-416. Alexander Budanitsky and Graeme Hirst. 2006. Evaluating WordNet-based Measures of Semantic Distance. Computational Linguistics, 32(1), pp. 13-47. Songyun Duan, Achille Fokoue, Oktie Hassanzadeh, Anastasios Kementsietsidis, Kavitha Srinivas, and Michael J. Ward. 2012. Instance-Based Matching of Large Ontologies Using Locality-Sensitive Hashing. ISWC 2012, pp. 46 – 64 Linyun Fu, Haofen Wang, Wei Jin, Yong Yu. 2012. Towards better understanding and uti- lizing relations in DBpedia. Web Intelligence and Agent Systems ,Volume 10 (3) Andrea Nuzzolese, Aldo Gangemi, Valentina Presutti, Paolo Ciancarini. 2011. Encyclopedic Knowledge Patterns from Wikipedia Links. Proceedings of the 10th International Semantic Web Conference, pp. 520-536 Lushan Han, Tim Finin and Anupam Joshi. 2011. GoRelations: An Intuitive Query System for DBpedia. Proceedings of the Joint International Semantic Technology Conference Antoine Isaac, Lourens van der Meij, Stefan Schlobach, Shenghui Wang. 2007. An empirical study of instance-based ontology matching. Proceedings of the 6th International Semantic Web Conference and the 2nd Asian conference on Asian Semantic Web Conference, pp. 253-266 Ngoc-Thanh Le, Ryutaro Ichise, Hoai-Bac Le. 2010. Detecting hidden relations in geographic data. Proceedings of the 4th International Conference on Advances in Semantic Processing, pp. 61 – 68 Karin Mauge, Khash Rohanimanesh, Jean-David Ruvini. 2012. Structuring E-Commerce Inventory. Proceedings of ACL2012, pp. 805-8 14 Jinhua Mi, Huajun Chen, Bin Lu, Tong Yu, Gang Pan. 2009. Deriving similarity graphs from open linked data on semantic web. Proceedings of the 10th IEEE International Conference on Information Reuse and Integration, pp. 157–162. Rahul Parundekar, Craig Knoblock, José Luis. Ambite. 2012. Discovering Concept Coverings in Ontologies of Linked Data Sources. Proceedings of ISWC2012, pp. 427–443. Balthasar Schopman, Shenghui Wang, Antoine Isaac, Stefan Schlobach. 2012. Instance-Based Ontology Matching by Instance Enrichment. Journal on Data Semantics, 1(4), pp 219-236 Julius Volz, Christian Bizer, Martin Gaedke, Georgi Kobilarov. 2009. Silk – A Link Discovery Framework for the Web of Data. Proceedings of the 2nd Workshop on Linked Data on the Web Lihua Zhao, Ryutaro Ichise. 201 1. Mid-ontology learning from linked data. Proceedings of the Joint International Semantic Technology Conference, pp. 112 127. – Lihua Zhao, Ryutaro Ichise. 2012. Graph-based ontology analysis in the linked open data. Proceedings of the 8th International Conference on Semantic Systems, pp. 56 63 – Jiwei Zhong, Haiping Zhu, Jianming Li and Yong Yu. 2002. Conceptual Graph Matching for Semantic Search. The 2002 International Conference on Computational Science. 293