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@InProceedings{LiSK12,
Title = {{GPU}-based minwise hashing},
Author = {Ping Li and Anshumali Shrivastava and Arnd Christian K{\"o}nig},
Booktitle = {Proceedings of the 21st World Wide Web Conference (WWW 2012) (Companion Volume)},
Year = {2012},
Pages = {565-566},
Abstract ={Minwise hashing is a standard technique for efficient set similarity estimation in the context of search. The recent work of b-bit minwise hashing provided a substantial improvement by storing only the lowest b bits of each hashed value. Both minwise hashing and b-bit minwise hashing require an expensive preprocessing step for applying k (e.g., k=500) permutations on the entire data in order to compute k minimal values as the hashed data. In this paper, we developed a parallelization scheme using GPUs, which reduced the processing time by a factor of 20-80. Reducing the preprocessing time is highly beneficial in practice, for example, for duplicate web page detection (where minwise hashing is a major step in the crawling pipeline) or for increasing the testing speed of online classifiers (when the test data are not preprocessed).},
Bibsource = {DBLP, http://dblp.uni-trier.de},
Doi = {10.1145/2187980.2188129},
Url = {http://doi.acm.org/10.1145/2187980.2188129}
}
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