Prediction of part of speech tags for Punjabi using support vector machines

المؤلفون المشاركون

Josan, Gurpreet
Kumar, Dinesh

المصدر

The International Arab Journal of Information Technology

العدد

المجلد 13، العدد 6 (31 ديسمبر/كانون الأول 2016)6ص.

الناشر

جامعة الزرقاء

تاريخ النشر

2016-12-31

دولة النشر

الأردن

عدد الصفحات

6

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الموضوعات

الملخص EN

Part-of-Speech (POS) tagging is a task of assigning the appropriate POS or l^^ical category to each word in a natural language sentence.

In this paper, we have worked on automated annotation of POS tags for Punjabi.

We have collected a corpus of around 27,000 words, which included the text from various stories, essays, day-to-day conversations, poems etc., and divided these words into different size files for training and testing purposes.

In our approach, we have used Support Vector Machine (SVM) for tagging Punjabi sentences.

To the best of our knowledge, SVMs have never been used for tagging Punjabi text.

The result shows that SVM based tagger has outperformed the existing taggers.

In the existing POS taggers of Punjabi, the accuracy of POS tagging for unknown words is less than that for known words.

But in our proposed tagger, high accuracy has been achieved for unknown and ambiguous words.

The average accuracy of our tagger is 89.8 which is better than the existing approaches.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Kumar, Dinesh& Josan, Gurpreet. 2016. Prediction of part of speech tags for Punjabi using support vector machines. The International Arab Journal of Information Technology،Vol. 13, no. 6.
https://search.emarefa.net/detail/BIM-654819

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Kumar, Dinesh& Josan, Gurpreet. Prediction of part of speech tags for Punjabi using support vector machines. The International Arab Journal of Information Technology Vol. 13, no. 6 (Dec. 2016).
https://search.emarefa.net/detail/BIM-654819

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Kumar, Dinesh& Josan, Gurpreet. Prediction of part of speech tags for Punjabi using support vector machines. The International Arab Journal of Information Technology. 2016. Vol. 13, no. 6.
https://search.emarefa.net/detail/BIM-654819

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes appendix.

رقم السجل

BIM-654819