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Evaluating Asymmetric N-Grams as Spell-Checking Mechanism

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 find 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.

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Additional information

DOI
Digital Object Identifier link open in new tab 10.1109/hsi.2018.8431345
Category
Aktywność konferencyjna
Type
publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Language
angielski
Publication year
2018

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