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@inbook{1759880, author = {Míč, Vladimír and Zezula, Pavel}, address = {Hershey, PA (USA)}, booktitle = {Intelligent Analytics With Advanced Multi-Industry Applications}, doi = {http://dx.doi.org/10.4018/978-1-7998-4963-6.ch005}, editor = {Zhaohao Sun}, keywords = {Similarity search;Hamming space;Sketch;Efficiency;Metric Space;Space Transformations}, howpublished = {tištěná verze "print"}, language = {eng}, location = {Hershey, PA (USA)}, isbn = {978-1-7998-4963-6}, pages = {97-127}, publisher = {IGI Global}, title = {On the Similarity Search With Hamming Space Sketches}, url = {https://www.igi-global.com/chapter/on-the-similarity-search-with-hamming-space-sketches/272781}, year = {2021} }
TY - CHAP ID - 1759880 AU - Míč, Vladimír - Zezula, Pavel PY - 2021 TI - On the Similarity Search With Hamming Space Sketches VL - First edition, 1 PB - IGI Global CY - Hershey, PA (USA) SN - 9781799849636 KW - Similarity search;Hamming space;Sketch;Efficiency;Metric Space;Space Transformations UR - https://www.igi-global.com/chapter/on-the-similarity-search-with-hamming-space-sketches/272781 N2 - This chapter focuses on data searching, which is nowadays mostly based on similarity. The similarity search is challenging due to its computational complexity, and also the fact that similarity is subjective and context dependent. The authors assume the metric space model of similarity, defined by the domain of objects and the metric function that measures the dissimilarity of object pairs. The volume of contemporary data is large, and the time efficiency of similarity query executions is essential. This chapter investigates transformations of metric space to Hamming space to decrease the memory and computational complexity of the search. Various challenges of the similarity search with sketches in the Hamming space are addressed, including the definition of sketching transformation and efficient search algorithms that exploit sketches to speed-up searching. The indexing of Hamming space and a heuristic to facilitate the selection of a suitable sketching technique for any given application are also considered. ER -
MÍČ, Vladimír a Pavel ZEZULA. On the Similarity Search With Hamming Space Sketches. In Zhaohao Sun. \textit{Intelligent Analytics With Advanced Multi-Industry Applications}. Hershey, PA (USA): IGI Global, 2021, s.~97-127. First edition, 1. ISBN~978-1-7998-4963-6. Dostupné z: https://dx.doi.org/10.4018/978-1-7998-4963-6.ch005.
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