AUTOMATIC EXTRACTION OF LEMMA-BASED BILINGUAL DICTIONARIES

AUTOMATIC EXTRACTION OF LEMMA-BASED BILINGUAL DICTIONARIES

A CASE STUDY OF MORPHOLOGICALLY RICH LANGUAGES LIKE ARABIC

LAP Lambert Academic Publishing ( 05.05.2010 )

€ 49,00

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This academic work presents an approach for the automatic extraction and filtering of a lemma-based Arabic-English dictionary from parallel corpora. Towards this end, the present approach makes use of Machine Learning algorithms to filter the Arabic-English lemma pairs wrongly extracted from the parallel corpus as good translation pairs. It also makes use of highly accurate morphological analyzers and generators of Arabic to overcome the morphological ambiguity of the Arabic words. A comparison of the automatically generated dictionary with a manually built dictionary widely used in Arabic Computational Linguistics applications shows a high degree of coverage complementarity on the part of the automatically generated dictionary. The comparison also shows that the generated dictionary: (1) has reasonable recall and high precision, (2) is significantly more comprehensive in terms of the covered Arabic-English lemma pairs, and (3) has high potential for future improvement.

Kitap detayları:

ISBN-13:

978-3-8383-5752-2

ISBN-10:

3838357523

EAN:

9783838357522

Kitabın dili:

English

Yazar:

Ibrahim Mohamed Hassan Saleh

Sayfa sayısı:

72

Yayın tarihi:

05.05.2010

Kategori:

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