Generation of User Interest Ontology Using ID3 Algorithm in the Social Web
作者： Jong-Soo Sohn , Qing Wang , In-Jeong Chung
DOI: 10.1007/978-94-007-5860-5_128
关键词: World Wide Web 、 Information retrieval 、 Computer science 、 Process ontology 、 Upper ontology 、 OWL-S 、 Suggested Upper Merged Ontology 、 Social Semantic Web 、 Ontology-based data integration 、 Ontology (information science) 、 Semantic Web
摘要: It is feasible to collect individual user interests from social networking services. However, there have been few studies of the domain users. In this paper, we propose an approach for ontology generating SNS users by employing semantic web technology and ID3 algorithm.In our approach, generated a decision tree, which classifies pages Experimental test shows domains regarding USA presidential candidates. We expect that results will be beneficial in field computer science, such as recommendations, well other fields including education, politics, commerce. Proposed overcomes problem classification lack semantics composing tree technology.
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Kenta Sasaki, Masayuki Okamoto, Nayuko Watanabe, Masaaki Kikuchi, Takayuki Iida, Masanori Hattori, Extracting preference terms from web browsing histories excluding pages unrelated to users' interests Proceedings of the 2011 ACM Symposium on Applied Computing - SAC '11. pp. 823- 824 ,(2011) , 10.1145/1982185.1982362
Roland Chin, Peter Argentiero, Paul Beaudet, An Automated Approach to the Design of Decision Tree Classifiers IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 4, pp. 51- 57 ,(1982) , 10.1109/TPAMI.1982.4767194
Ricardo Kawase, Eelco Herder, Classification of user interest patterns using a virtual folksonomy acm ieee joint conference on digital libraries. pp. 105- 108 ,(2011) , 10.1145/1998076.1998095
Ryen W. White, Peter Bailey, Liwei Chen, Predicting user interests from contextual information international acm sigir conference on research and development in information retrieval. pp. 363- 370 ,(2009) , 10.1145/1571941.1572005
Martin Szomszor, Harith Alani, Ivan Cantador, Kieron O’Hara, Nigel Shadbolt, Semantic Modelling of User Interests Based on Cross-Folksonomy Analysis international semantic web conference. pp. 632- 648 ,(2008) , 10.1007/978-3-540-88564-1_40
Tao Zhang, Byungjeong Lee, Sooyong Kang, Hanjoon Kim, Jinseog Kim, Collective Intelligence-Based Web Page Search: Combining Folksonomy and Link-Based Ranking Strategy computer and information technology. ,vol. 2, pp. 166- 171 ,(2009) , 10.1109/CIT.2009.118
R. López De Mántaras, A Distance-Based Attribute Selection Measure for Decision Tree Induction Machine Learning. ,vol. 6, pp. 81- 92 ,(1991) , 10.1023/A:1022694001379
Peter Argentiero, Roland Chin, Paul Beaudet, An Automated Approach to the Design of Decision Tree Classifiers IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-4, pp. 51- 57 ,(1982) , 10.1109/TPAMI.1982.4767195
Soumyarashmi Panigrahi, Sitanath Biswas, Next Generation Semantic Web and Its Application ,(2011)
Jens Illig, Andreas Hotho, Robert Jäschke, Gerd Stumme, A comparison of content-based tag recommendations in folksonomy systems KONT'07/KPP'07 Proceedings of the First international conference on Knowledge processing and data analysis. pp. 136- 149 ,(2007) , 10.1007/978-3-642-22140-8_9