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An Artificial Neural Network Approach for Sentence Boundary Disambiguation in Urdu Language Text

Journal: The International Arab Journal of Information Technology (Vol.12, No. 4)

Publication Date:

Authors : ; ; ; ; ;

Page : 395-400

Keywords : Sentence boundary identification; feed forwardneural network; back propagation learning algorithm.;

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Abstract

Sentence boundary identification is an important step for text processing tasks, e.g., machine translation, POS tagging, text summarization etc., in this paper, we present an approach comprising of Feed Forward Neural Network (FFNN) along with part of speech information of the words in a corpus. Proposed adaptive system has been tested after training it with varying sizes of data and threshold values. The best results, our system produced are 93.05% precision, 99.53% recall and 96.18% f-measure

Last modified: 2019-11-17 15:58:05