Order-preserving key transformations
ACM Transactions on Database Systems (TODS)
Chord: A scalable peer-to-peer lookup service for internet applications
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SODA '03 Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms
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ICDE '05 Proceedings of the 21st International Conference on Data Engineering
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iDistance: An adaptive B+-tree based indexing method for nearest neighbor search
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Similarity Search: The Metric Space Approach (Advances in Database Systems)
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DELOS'04 Proceedings of the 6th Thematic conference on Peer-to-Peer, Grid, and Service-Orientation in Digital Library Architectures
On scalability of the similarity search in the world of peers
InfoScale '06 Proceedings of the 1st international conference on Scalable information systems
M-Grid: similarity searching in grid
P2PIR '06 Proceedings of the international workshop on Information retrieval in peer-to-peer networks
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Information Processing and Management: an International Journal
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VLDB '07 Proceedings of the 33rd international conference on Very large data bases
A distributed incremental nearest neighbor algorithm
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Scalability comparison of Peer-to-Peer similarity search structures
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An efficient peer-to-peer indexing tree structure for multidimensional data
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Proceedings of the 2008 ACM workshop on Large-Scale distributed systems for information retrieval
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Proceedings of the 2008 ACM workshop on Large-Scale distributed systems for information retrieval
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CCGRID '09 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid
SiMPSON: Efficient Similarity Search in Metric Spaces over P2P Structured Overlay Networks
Euro-Par '09 Proceedings of the 15th International Euro-Par Conference on Parallel Processing
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SISAP '09 Proceedings of the 2009 Second International Workshop on Similarity Search and Applications
Efficient range query processing in metric spaces over highly distributed data
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ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
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DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
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SOFSEM'12 Proceedings of the 38th international conference on Current Trends in Theory and Practice of Computer Science
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SISAP'12 Proceedings of the 5th international conference on Similarity Search and Applications
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Real-time image recognition with the parallel directed enumeration method
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Information Systems Frontiers
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The need for a retrieval based not on the attribute values but on the very data content has recently led to rise of the metric-based similarity search. The computational complexity of such a retrieval and large volumes of processed data call for distributed processing which allows to achieve scalability. In this paper, we propose M-Chord, a distributed data structure for metric-based similarity search. The structure takes advantage of the idea of a vector index method iDistance in order to transform the issue of similarity searching into the problem of interval search in one dimension. The proposed peer-to-peer organization, based on the Chord protocol, distributes the storage space and parallelizes the execution of similarity queries. Promising features of the structure are validated by experiments on the prototype implementation and two real-life datasets.