A Linked Data-driven Semantic User Modeling Framework for Personalization Service
Niu Yazhen1,2, Zhu Zhongming1
1. The Lanzhou Branch of National Science Library, Chinese Academy of Sciences, Lanzhou 730000, China;
2. University of Chinese Academy of Sciences, Beijing 100049, China
Abstract:Based on the framework of Linked Data application, this paper prensents a semantic user modeling framework, and designs a semantic user model in the context of semantic Web, then analyzes the framework in detail. This framework mainly consists of two parts: firstly, it discusses the methods and strategies for discovering and acquiring users data from the LOD cloud; secondly, it introduces the processes for constructing a user model using these data, which includes such steps as concept mapping, identity resolution, data fusion and model generation.
牛亚真, 祝忠明. 个性化服务中关联数据驱动的用户语义建模框架[J]. 现代图书情报技术, 2012, (10): 1-7.
Niu Yazhen, Zhu Zhongming. A Linked Data-driven Semantic User Modeling Framework for Personalization Service. New Technology of Library and Information Service, 2012, (10): 1-7.
[1] Berners-Lee T. Design Issues: Linked Data[EB/OL]. [2012-08-05]. http://www.w3.org/DesignIssues/LinkedData.html.[2] Sosnovsky S, Dicheva D. Ontological Technologies for User Modelling[J]. International Journal of Metadata, Semantics and Ontologies, 2010, 5(1):32-71.[3] Razmerita L, Angehrn A, Maedche A. Ontology-based User Modeling for Knowledge Management Systems[C]. In: Proceedings of the 9th International Conference on User Modeling (UM’03). Berlin,Heidelberg: Springer-Verlag, 2003: 213-217.[4] Niederée C, Stewart A, Mehta B, et al. A Multi-Dimensional, Unified User Model for Cross-System Personalization[EB/OL]. [2012-08-05]. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.94.9261&rep=rep1&type=pdf.[5] Heckmann D, Schwartz T, Brandherm B et al. Gumo-the General User Model Ontology[C]. In: Proceedings of the 10th International Conference on User Modeling 2005,Edinburgh, Scotland, UK.Berlin: Springer-Verlag,2005:428-432.[6] Dolog P, Schäfer M. A Framework for Browsing, Manipulating and Maintaining Interoperable Learner Profiles[C].In: Proceedings of the 10th International Conference on User Modelling 2005, Edinburgh, Scotland, UK. Berlin, Heidelberg: Sping-Verlag, 2005:397-401.[7] Cyganiak R, Jentzsch A. The Linking Open Data Cloud Diagram[EB/OL]. [2012-08-05]. http://richard.cyganiak.de/2007/10/lod/.[8] Latif A, Afzal M T, Helic D, et al. Discovery and Construction of Authors’ Profile from Linked Data (A Case Study for Open Digital Journal)[C]. In: Proceedings of LDOW2010, Releigh, USA. 2010.[9] 刘媛媛, 李春旺, 黄永文. 基于 LOD 的关联参考服务构建研究[J]. 现代图书情报技术, 2011 (6): 66-71. (Liu Yuanyuan, Li Chunwang, Huang Yongwen. Study on Building the Service of Relevance Reference Based on LOD[J]. New Technology of Library and Information Service, 2011(6): 66-71.)[10] 沈志宏, 张晓林. 关联数据及其应用现状综述[J]. 现代图书情报技术, 2010(11):1-9. (Shen Zhihong, Zhang Xiaolin. Linked Data and Its Applications: An Overview[J]. New Technology of Library and Information Service, 2010(11):1-9.)[11] Middleton S E, De Roure D C, Shadbolt N R. Capturing Knowledge of User Preferences: Ontologies in Recommender Systems[C]. In: Proceedings of the 1st International Conference on Knowledge Capture (K-CAP’01). New York: ACM, 2001: 100-107.[12] Middleton S E, Shadbolt N R, De Roure D C. Capturing Interest Through Inference and Visualization: Ontological User Profiling in Rrecommender Systems[C]. In: Proceedings of the 2nd International Conference on Knowledge Capture (K-CAP’03). New York: ACM, 2003: 62-69.[13] U-Sem in ImREAL[EB/OL]. [2012-08-05]. http://wis.ewi.tudelft.nl/imreal/u-sem/.[14] Heath T, Bizer C. Linked Data: Evolving the Web into a Global Data Space[M]. Morgan & Claypool,2011.[15] DBpedia[EB/OL]. [2012-08-06]. http://wiki.dbpedia.org/About.[16] The Tabulator[EB/OL]. [2012-08-06]. http://www.w3.org/2005/ajar/tab.[17] Disco - Hyperdata Browser[EB/OL]. [2012-08-06]. http://www4.wiwiss.fu-berlin.de/bizer/ng4j/disco/.[18] Swoogle[EB/OL]. [2012-08-08]. http://swoogle.umbc.edu/.[19] SWSE[EB/OL]. [2012-08-08]. http://swse.deri.org/.[20] Sindice[EB/OL]. [2012-08-09]. http://sindice.com/.[21] IDSpider[EB/OL]. [2012-08-09]. http://code.google.com/p/ldspider/.[22] Schultz A, Matteini A, Isele R, et al. LDIF-A Framework for Large-Scale Linked Data Integration[C]. In: Proceedings of the 21st International World Web Conference (WWW 2012). 2012.[23] Schultz A, Matteini A, Isele R, et al. LDIF-Linked Data Integration Framework[C]. In: Proceedings of World Wide Web Conference (WWW 2012), Lyon, France. 2012.[24] Berners-Lee T, Kagal L. The Fractal Nature of the Semantic Web[J]. AI Magazine, 2008, 29(3):29-34.[25] Polleres A, Scharffe F, Schindlauer R. SPARQL+ + for Mapping Between RDF Vocabularies[C]. In: Proceedings of the 2007 OTM Confederated International Conference on the Move to Meaningful Internet Systems: CoopIS, DOA, ODBASE, GADA, and IS (OTM’07). Berlin,Heidelberg: Springer-Verlag, 2007: 878-896.[26] Euzenat J, Scharffe F, Zimmermann A. D2. 2.10: Expressive Alignment Language and Implementation[OL]. [2012-08-05]. ftp://ftp.inrialpes.fr/pub/exmo/reports/kweb-2210.pdf.[27] Haslhofer B. A Web-based Mapping Technique for Establishing Metadata Interoperability[D]. Vienna: University of Vienna, 2008.[28] Bizer C, Schultz A. The R2R Framework: Publishing and Discovering Mappings on the Web[C]. In: Proceedings of the 1st International Workshop on Consuming Linked Data (COLD 2010), Shanghai,China. 2010.[29] Isele R, Jentzsch A, Bizer C. Silk Server-Adding Missing Links While Consuming Linked Data[C]. In: Proceedings of the 1st International Workshop on Consuming Linked Data (COLD 2010), Shanghai,China. 2010.[30] Dong X L, Naumann F. Data Fusion: Resolving Data Conflicts for Integration[J]. Proceedings of the VLDB Endowment, 2009, 2(2):1654-1655.[31] Le-Phuoc D, Polleres A, Hauswirth M, et al. Rapid Prototyping of Semantic Mash-ups Through Semantic Web Pipes[C]. In: Proceedings of the 18th International Conference on World Wide Web (WWW’09). New York: ACM, 2009: 581-590.[32] Nikolov A, Uren V, Motta E, et al. Integration of Semantically Annotated Data by the KnoFuss Architecture[C]. In: Proceedings of the 16th International Conference on Knowledge Engineering: Practice and Patterns (EKAW’08). Berlin,Heidelberg: Springer-Verlag, 2008:265-274.[33] Mendes P N, Mühleisen H, Bizer C. Sieve: Linked Data Quality Assessment and Fusion[C]. In: Proceedings of the 2012 Joint EDBT/ICDT Workshops (EDBT-ICDT’12). New York: ACM, 2012: 116-123.