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An Index for Set Intersection With Post-Filtering

delete2024-07-01
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PRE
AI
R
R. Wang
S
Shangqi Lu
Yufei Tao 封面图
Yufei Tao (Yufei Tao) *
DOI:10.1109/TKDE.2023.3329145delete
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摘要

摘要

En 中文
This paper studies how to design an index structure on a collection of sets S-1, S-2 , . . . ., S-n to answer the following queries: given distinct set ids a,b is an element of[1,n], report F(S-a boolean AND S-b) where F(.) is a filtering function. We present a solution that can support a great variety of filtering functions - range research, skyline, convex hull, nearest neighbor search, quantile (to name just a few) - with attractive performance guarantees. The guarantees are sensitive to the set collection's pseudoarboricity, a new notion for quantifying the density of {S-1,S-2,...,S-n}. Our index structures are simple to understand and implement.
Keyword:
Data structures
pseudoarboricity
set intersection

期刊

IEEE Transactions on Knowledge and Data Engineering 封面图
IEEE Transactions on Knowledge and Data Engineering
IF:
10.4
论文数:
6.8K
被引数:
3.2W

机构

C
Chinese University of Hong Kong
学者数:
3.4W
论文数: 3.2W
被引数: 5.6W
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