Automatic Correction of Arabic Dyslexic Text
Allbwn ymchwil: Cyfraniad at gyfnodolyn › Erthygl › adolygiad gan gymheiriaid
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Yn: Computers, Cyfrol 8, Rhif 1, 19, 21.02.2019.
Allbwn ymchwil: Cyfraniad at gyfnodolyn › Erthygl › adolygiad gan gymheiriaid
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T1 - Automatic Correction of Arabic Dyslexic Text
AU - Alamri, Maha
AU - Teahan, William
N1 - The Saudi Arabian government sponsored the PhD scholarship for Maha M. Alamri.
PY - 2019/2/21
Y1 - 2019/2/21
N2 - This paper proposes an automatic correction system that detects and corrects dyslexic errors in Arabic text. The system uses a language model based on the Prediction by Partial Matching (PPM) text compression scheme that generates possible alternatives for each misspelled word. Furthermore, the generated candidate list is based on edit operations (insertion, deletion, substitution and transposition), and the correct alternative for each misspelled word is chosen on the basis of the compression codelength of the trigram. The system is compared with widely-used Arabic word processing software and the Farasa tool. The system provided good results compared with the other tools, with a recall of 43%, precision 89%, F1 58% and accuracy 81%.
AB - This paper proposes an automatic correction system that detects and corrects dyslexic errors in Arabic text. The system uses a language model based on the Prediction by Partial Matching (PPM) text compression scheme that generates possible alternatives for each misspelled word. Furthermore, the generated candidate list is based on edit operations (insertion, deletion, substitution and transposition), and the correct alternative for each misspelled word is chosen on the basis of the compression codelength of the trigram. The system is compared with widely-used Arabic word processing software and the Farasa tool. The system provided good results compared with the other tools, with a recall of 43%, precision 89%, F1 58% and accuracy 81%.
KW - dyslexia
KW - natural language processing
KW - automatic spelling correction for Arabic
U2 - 10.3390/computers8010019
DO - 10.3390/computers8010019
M3 - Article
VL - 8
JO - Computers
JF - Computers
SN - 2073-431X
IS - 1
M1 - 19
ER -