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Blockwise training of a language model using artificial neural network.
Author(s)
Aurangzeb Khan Institute of Information Technology University of Science & Technology, Bannu, khyber pakhtunkhwa, Pakistan
Amanullah Institute of Information Technology University of Science & Technology, Bannu, khyber pakhtunkhwa, Pakistan
Shoukatullah Institute of Information Technology University of Science & Technology, Bannu, khyber pakhtunkhwa, Pakistan
Zakia Hussain Institute of Information Technology University of Science & Technology, Bannu, khyber pakhtunkhwa, Pakistan
Abstract
Artificial Neural Network is the most widely used model for real world data. As there is very little work done on language modeling using Neural Network due to the large size of network and the training that would be too slow to be tolerable. For improving the efficiency and to provide accurate results on the basis of same behaviour data, an algorithm is proposed that uses two sophisticated techniques of data mining, that are, an agglomerative technique, which collects similar words into larger documents and then divides a larger documents into similar topic-oriented blocks and artificial neural network which performs block wise training.
Publication Details
Page(s) 141-145
DOI DOI not available
Published Journal: Proceedings of International Conference on Information Communication Technologies, Volume: 27, Issue: 0, Year: 2008
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