基于混合模型的阿拉伯语命名实体识别[阿拉伯语论文]

资料分类免费阿拉伯语论文 责任编辑:艾米尔更新时间:2017-06-13
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【关键词】:
【学位授予单位】:哈尔滨工业大学
【学位级别】:
【学位授予年份】:2017
【分类号】:TP391.1
【目录】:

Abstract4-7

Chapter 1 Introduction7-20

1.1 Background and significance of the research7-14

1.2 A survey for Arabic NER14-17

1.3 The main research content17-20

1.3.1 Find useful features for Arabic NER17

1.3.2 Rule-Based method for NER17-18

1.3.3 Machine Learning method for NER18-19

1.3.4 Hybrid model for NER19-20

Chapter 2 Rule-Based Method for Arabic NER20-28

2.1 Introduction20-21

2.2 Data Collection21-23

2.3 The Ruled-Based Component23-24

2.4 Proper Names in Arabic24

2.5 Where to search for Names in the Text24-25

2.6 The Rule-based architecture25-26

2.7 Experiments and Results26-27

2.8 Brief summary27-28

Chapter 3 Machine Learning Method for Arabic NER28-34

3.1 Introduction28-31

3.2 Features for Machine Learning model31-32

3.2.1 Features for ANERcorp31

3.2.2 Part-Of-Speech Tagger (POS Tagger)31-32

3.3 Experiments and Results32-33

3.4 Brief summary33-34

Chapter 4 Hybrid Approach for Arabic NER34-41

4.1 Introduction34

4.2 The Proposed Hybrid Approach34-35

4.3 Experiments and Results35-36

4.4 The Evaluation Method36-40

4.5 Brief summary40-41

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