Bidirectional HMM-based Arabic POS tagging

被引:4
|
作者
Kadim, Ayoub [1 ]
Lazrek, Azzeddine [1 ]
机构
[1] Cadi Ayyad Univ, Dept Comp Sci, Fac Sci, POB 2390, Marrakech 40000, Morocco
关键词
Part-of-speech tagging; Natural language processing; Hidden Markov model; Corpus; Arabic;
D O I
10.1007/s10772-015-9303-7
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this work, we will present a new concept of POS tagging that will be implemented for the Arabic language. Indeed, we will see that in Arabic there are a numerous cases where the determination of the morphosyntactic state of a word depends on the states of the subsequent words, which represents the theoretical foundation of the approach: how to consider, in addition of the past elements, the future ones. We will then demonstrate how the POS tagging in its statistical application: the HMM, is based mainly on the past elements, and how to combine both direct and reverse taggers to tag the same sequence of words in both senses. Thus, we will propose a hypothesis for the result selecting. In the practical part, we will present, in general, the used resource and the changes made on it. Then we will explain the experiment steps and the parameters collected and presented on graphics, that we will discuss later to lead to the final conclusion.
引用
收藏
页码:303 / 312
页数:10
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