Word Sense Disambiguation: Supervised Program Interpretation Methodology for Punjabi Language

被引:0
作者
Walia, Himdweep [1 ]
Rana, Ajay [1 ]
Kansal, Vineet [2 ]
机构
[1] Amity Univ, Noida, Uttar Pradesh, India
[2] IET, Lucknow, Uttar Pradesh, India
来源
2018 7TH INTERNATIONAL CONFERENCE ON RELIABILITY, INFOCOM TECHNOLOGIES AND OPTIMIZATION (TRENDS AND FUTURE DIRECTIONS) (ICRITO) (ICRITO) | 2018年
关键词
Word Sense Disambiguation; Supervised Approach; Naive Bayes; k-Nearest Neighbor; Decision Tree; Sense-tagged corpora;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Word Sense Disambiguation (WSD) is the capability of finding the right interpretation of the given word in the given context through computation. Punjabi is among one of the 10 most widely spoken languages which is also morphologically rich but surprisingly, not much work has been done for computerization and development of lexical resources of this language. It is therefore motivating to develop a corpus of Punjabi language that will convey the correct sense of an ambiguous word. The availability of sense tagged corpora largely contributes in WSD and some of the most accurate WSD systems use supervised learning algorithms (like Naive Bayes, k-NN and Decision Trees classifiers) to learn contextual rules or classification models automatically from sense-annotated examples. These algorithms have shown high accuracy in WSD and we are discussing these three supervised techniques, their algorithm, implementation and result when applied on Punjabi Corpora.
引用
收藏
页码:762 / 767
页数:6
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