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Typo correction in domain-specific texts using FastText

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Bayrak, Ahmet Tuğrul

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Analyzing customer reviews are quite important for customer satisfaction. Customer reviews might contain spelling mistakes, which causes data pollution and decreases the efficiency of the analyzes. In this study, a domain-specific solution is proposed by using the data related to tourism. Even if there are several applications to correct typos in Turkish, domain-specific solutions are limited. Since a correction should be specific for the meaning of a typo, this study is required. For the study, a FastText model-oriented typo correction algorithm has been developed by using customer reviews in the tourism industry. The results are compared with a commonly used correction application and it is observed that the algorithm developed is more successful for correcting typos in tourism specific phrases.

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Institute of Electrical and Electronics Engineers Inc.

Subject

Optical character recognition, Writing

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Proceedings - 2020 Innovations in Intelligent Systems and Applications Conference, ASYU 2020

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DOI

10.1109/ASYU50717.2020.9259843

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