ABSTRACT
Near duplicate detection benefits many applications, e.g., on-line news selection over the Web by keyword search. The purpose of this demo is to show the design and implementation of MapDupReducer, a MapReduce based system capable of detecting near duplicates over massive datasets efficiently.
- J. Dean and S. Ghemawat. MapReduce: Simplified Data Processing on Large Clusters. In Proceedings of the 6th Symposium on Operating System Design and Implementation, pages 137--150, San Francisco, California, USA, December 2004. USENIX Association. Google ScholarDigital Library
- A. K. Elmagarmid, P. G. Ipeirotis, and V. S. Verykios. Duplicate Record Detection: A Survey. IEEE Transactions on Knowledge and Data Engineering, 19(1):1--16, 2007. Google ScholarDigital Library
- A. Kołcz, A. Chowdhury, and J. Alspector. Improved Robustness of Signature-based Near-replica Detection via Lexicon Randomization. In Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pages 605--610, Seattle, Washington, USA, August 2004. ACM Press. Google ScholarDigital Library
- J. Lin. Brute Force and Indexed Approaches to Pairwise Document Similarity Comparisons with MapReduce. In Proceedings of the 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pages 155--162, Boston, MA, USA, July 2009. ACM Press. Google ScholarDigital Library
- C. Xiao, W. Wang, X. Lin, and J. X. Yu. Efficient Similarity Joins for Near Duplicate Detection. In Proceedings of the 17th International Conference on World Wide Web, pages 131--140, Beijing, China, April 2008. ACM Press. Google ScholarDigital Library
Index Terms
- MapDupReducer: detecting near duplicates over massive datasets
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