设计查询大型语料库的高效算法

Paul Meurer
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引用次数: 1

摘要

我描述了查询大型标注语料库的几种新的高效算法。在几个流行的语料库搜索引擎中实现的搜索算法在两个方面都不是最优的:词典中的正则表达式字符串匹配是在线性时间内完成的,语料库位置上的正则表达式是从匹配相应网络初始边缘约束的语料库位置开始评估的。为了解决这些缺点,我开发了一种对后缀数组进行正则表达式匹配的算法,该算法允许快速查找词典,还开发了一种从语料库计数最少的边运行有限状态自动机的技术。将lexicon实现为后缀数组还有助于对多值和集值属性进行优雅而有效的处理。所描述的技术已经在一个功能齐全的语料库管理系统中实现,也被用于一个树库查询系统。
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Designing efficient algorithms for querying large corpora
I describe several new efficient algorithms for querying large annotated corpora. The search algorithms as they are implemented in several popular corpus search engines are less than optimal in two respects: regular expression stringmatching in the lexicon is done in linear time, and regular expressions over corpus positions are evaluated starting in those corpus positions that match the constraints of the initial edges of the corresponding network. To address these shortcomings, I have developed an algorithm for regular expression matching on suffix arrays that allows fast lexicon lookup, and a technique for running finite state automata from edges with lowest corpus counts. The implementation of the lexicon as suffix array also lends itself to an elegant and efficient treatment of multi-valued and set-valued attributes. The described techniques have been implemented in a fully functional corpus management system and are also used in a treebank query system.
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