Shankara B Subramanya
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Research My research interests are in the areas of Data Mining, Machine Learning and Information Retrieval. Specifically I am working on Social Computing, Knowledge Extraction in Social Media, Collective Wisdom and Multi Source Data Integration. I am also interested in other areas of Artificial Intelligence, Large Scale Distributed Systems and Web Services. I am one of the founding members of the Social Computing group in the Data Mining and Machine Learning Lab, and the AI group in ASU. The Social Computing data repository is available here and the presentations of DMML lab meetings are available here. Below is a list of my publications. Publicationsn N. Agarwal, H. Liu, S. Subramanya, J. Salerno, and P. yu,. “Connecting Sparsely Distributed Similar Bloggers”, To appear in IEEE International Conference on Data Mining (ICDM), Dec. 2009. N. Agarwal, M. Galan, H. Liu, and S. Subramanya. "WisColl: Collective Wisdom based Blog Clustering". Journal of Information Science, forthcoming. S. Subramanya, Z. Wang, B. Li and H. Liu. “Completing Missing Views for Multiple Sources of Web Media ”, International Journal of Data Mining, Modelling and Managerment (IJDMMM), Volume 1, No.1: 23-44, Dec. 2008. S. Subramanya, and H. Liu. "Social Tagger - Collaborative Tagging for Blogs in the Long Tail ", CIKM 2008 Workshop on Search in Social Media ( nS. Subramanya, B. Li, and H. Liu. "Robust Integration of Multiple Information Sources by View Completion", IEEE International Conference on Information Reuse and Integration 2008 ( N. Agarwal, M. Galan, H. Liu, S. Subramanya. "Clustering Blogs with Collective Wisdom", 8th International Conference on Web Engineering (ICWE08), July 14-18, 2008. Yorktown Heights, NY Master's Thesis. "View Completion and Collaborative Tagging of Blogs". School of Computing Informatics, Arizona State University, Tempe, AZ 85287, 2008. A copy of the thesis is available here Technical Reports nS. Subramanya, B. Li, C. Gries and H. Liu. “Selecting Complementary Features from Multiple Data Sources for Information Integration”, Technical Report, TR-07-009, School of Computing Informatics, Arizona State University, Tempe, AZ 85287, 2007 nN. Agarwal, H. Liu, J. Salerno, S. Subramanya, and P. Yu. "Familiar Strangers: Connecting Dots on Blogosphere", Technical Report, TR-08-005, School of Computing Informatics, Arizona State University, Tempe, AZ 85287, 2008 n
N. Agarwal, M. Galan, H. Liu, S. Subramanya. "Clustering with Collective Wisdom - A Comparative Study", Technical Report, TR-08-004, School of Computing Informatics, Arizona State University, Tempe, AZ 85287, 2008 Book Chapters
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Nitin Agarwal, Magdiel Galan, Huan Liu, and Shankar Subramanya. "Clustering of Blogs using Collective Wisdom", Computational Social Network Analysis: Trends, Tools and Research Advances. Editors: Ajith Abraham, Aboul-Ella Hassanien and Vaclav Snasel. Springer-Verlag London Ltd. Chapter 14. Available at Amazon
Other Publications Enhanced Data Accessibility Using Web Services. Arizona Hydrological Information System, Global Institute of Sustainability. Arizona State University, Tempe, AZ 85287, 2008
Teaching and Professional Services Teaching Assistant, Introduction to Artificial Intelligence Spring 2008., Arizona State University Reviewed serveral journal and conference papers for AAAI, CIKM, IEEE IRI, IEEE Transactions on Knowledge & Data Engineering, Intenational Journal on Informaiton Science and WSDM
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