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The Effect of the Number of Features to Supervised Chinese Word Sense Disambiguation
Journal Title Journal of Computers
Journal Abbreviation jcp
Publisher Group Academy Publisher
Website http://ojs.academypublisher.com
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Title The Effect of the Number of Features to Supervised Chinese Word Sense Disambiguation
Authors Liu, Pengyuan
Abstract Although feature selection is very important during either supervised or unsupervised word sense disambiguation processing, there is no systematic study on investigating the relationship between the number of features and the performance as we know yet. This paper investigates the effect of the number of features to supervised Chinese word sense disambiguation through thousands of experiments on Semeval 2007 Multilingual Chinese-English Lexical Sample task dataset. It shows that local basic feature provides adequate information to do disambiguation and the influence of data sparseness is not as important on the performance as we think before from the number of features point of view.
Publisher ACADEMY PUBLISHER
Date 2013-02-01
Source Journal of Computers Vol 8, No 2 (2013): Special Issue: Advances in Computational Intelligence
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