Experiments in Natural Language Processing with Sparse Learning

Abbasi, Mohammad Ali and Alelyani, Salem and Jonnalagadda, Siddhartha (2011) Experiments in Natural Language Processing with Sparse Learning. ASU Technical Paper. (Unpublished)

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Abstract

Text categorization and sentence classification have been studied extensively for the last decades. Classifying biomedical texts, In particular, poses several challenges due to its complexity and training time. It was shown in [1] that simplified sentences improve the classification accuracy and reduce the required parsing time. In this work, we propose an efficient binary sentence classification model based on Random Indexing to promote sparsity in the data.

Item Type: Article
Subjects: Computer Sciences
Divisions: College of Computer Sciences > Computer Sciences
Depositing User: Salem Alelyani
Date Deposited: 18 Nov 2015 21:44
Last Modified: 18 Nov 2015 21:44
URI: http://eprints.kku.edu.sa/id/eprint/178

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