Evaluating Asymmetric N-Grams as Spell-Checking Mechanism

Tomasz Boinski, Artur Zimnicki, J. Kujawski, Karol Draszawka
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引用次数: 0

Abstract

Typical approaches to string comparing marks two strings as either different or equal without taking into account any similarity measures. Being able to judge similarity is however required for spelling error corrections, as we want to f nd the best match for a given word. In this paper we present a bi2quadro-grams method for spelling errors correction. The method proposed uses different n-grams dimension for the source (checked) and target (from the dictionary) words. For different types of errors proper weights were introduced. This way an increase in the quality and performance of the algorithm can be observed and the method becomes dedicated to the task of spelling errors correction. The results obtained so far suggest that the method is a viable solution competitive to other currently used approaches. The paper presents the proposed method, test suite and experimental results. Some discussion is also presented.
评价非对称n - gram作为拼写检查机制
字符串比较的典型方法将两个字符串标记为不同或相等,而不考虑任何相似性度量。然而,拼写错误纠正需要能够判断相似性,因为我们希望找到给定单词的最佳匹配。在本文中,我们提出了一种双四边形拼写错误校正方法。该方法使用不同的n-grams维数对源(检查)和目标(从字典)的单词。针对不同类型的误差引入了适当的权重。通过这种方式,可以观察到算法的质量和性能的提高,并且该方法专门用于拼写错误纠正的任务。目前所获得的结果表明,该方法是一种可行的解决方案,与其他目前使用的方法相竞争。本文给出了所提出的方法、测试套件和实验结果。本文也作了一些讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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