Efficient Inverted List Search Technique using Bitmap Filters

Inteak Kwon, Jongik Kim
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Abstract

Finding similar strings is an important operation because textual data can have errors, duplications, and inconsistencies by nature. Many algorithms have been developed for string approximate searches and most of them make use of inverted lists to find similar strings. These algorithms basically perform merge operations on inverted lists. In this paper, we develop a bitmap representation of an inverted list and propose an efficient search algorithm that can skip unnecessary inverted lists without searching using bitmap filters. Experimental results show that the proposed technique consistently improve the performance of the search.
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使用位图过滤器的高效倒排列表搜索技术
查找相似的字符串是一项重要的操作,因为文本数据本质上可能存在错误、重复和不一致。已经开发了许多用于字符串近似搜索的算法,其中大多数使用倒排表来查找相似的字符串。这些算法基本上对倒排表执行归并操作。在本文中,我们开发了一个倒排表的位图表示,并提出了一个有效的搜索算法,该算法可以跳过不必要的倒排表,而无需使用位图过滤器进行搜索。实验结果表明,该方法能够持续提高搜索性能。
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