The Use of Arabic WordNet in Arabic Information Retrieval

被引:5
|
作者
Abbache, Ahmed [1 ]
Barigou, Fatiha [1 ]
Belkredim, Fatma Zohra [2 ]
Belalem, Ghalem [1 ]
机构
[1] Univ Oran 1, Dept Comp Sci, Oran, Algeria
[2] Univ Hassiba Ben Bouali Chlef, Dept Comp Sci, Ouled Fares, Algeria
关键词
Arabic WordNet; Automatic Query Expansion; Interactive Query Expansion; Lucene; Part-of-Speech;
D O I
10.4018/IJIRR.2014070104
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Research and experimentation using Arabic WordNet in the field of information retrieval are relatively new. It is limited compared to the research that has been done using Princeton WordNet. This work attempts to study the impact of Arabic WordNet on the performance of Arabic information retrieval. The authors extend Lucene with Arabic WordNet to expand user's queries. The major contribution of this study is to propose an interactive query expansion (IQE) methodology using the word's part-of-speech, according to the part it plays in a query. First, the user selects the appropriate part of speech for each term in the original query, and then they reselect the appropriate synonyms. Experimental results show that the IQE strategy produces a good Mean Average Precision (MAP), it is able to improve MAP by 12.6%, but no variant of automatic query expansion (AQE) strategies did. Nevertheless, the experiments allow the authors to conclude that an appropriate use of Arabic WordNet as a source of linguistic information for AQE can improve effectiveness for Arabic information retrieval.
引用
收藏
页码:54 / 65
页数:12
相关论文
共 50 条
  • [1] Arabic information retrieval
    Abu El-Khair, Ibrahim
    [J]. ANNUAL REVIEW OF INFORMATION SCIENCE AND TECHNOLOGY, 2007, 41 : 505 - 533
  • [2] Arabic Information Retrieval
    Darwish, Kareem
    Magdy, Walid
    [J]. FOUNDATIONS AND TRENDS IN INFORMATION RETRIEVAL, 2013, 7 (04): : I - 342
  • [3] Evaluating Arabic WordNet Ontology by Expansion of Arabic Queries using Various Retrieval Models
    Trad, Rafi
    Mustafa, Hamza
    Koroni, Rawan
    Almaghrabi, Alaa
    [J]. 2012 TENTH INTERNATIONAL CONFERENCE ON ICT AND KNOWLEDGE ENGINEERING, 2012, : 155 - 162
  • [4] Enhancing Arabic WordNet with the use of Princeton WordNet and a bilingual dictionary
    Del Gratta, Riccardo
    Nahli, Ouafae
    [J]. 2014 THIRD IEEE INTERNATIONAL COLLOQUIUM IN INFORMATION SCIENCE AND TECHNOLOGY (CIST'14), 2014, : 278 - 284
  • [5] Extending ImageNet to Arabic using Arabic WordNet
    Alsudais, Abdulkareem
    [J]. ADVANCES IN LANGUAGE AND VISION RESEARCH, 2020, : 1 - 6
  • [6] Extending ImageNet to Arabic using Arabic WordNet
    Alsudais, Abdulkareem
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (06) : 8835 - 8852
  • [7] Extending ImageNet to Arabic using Arabic WordNet
    Abdulkareem Alsudais
    [J]. Multimedia Tools and Applications, 2022, 81 : 8835 - 8852
  • [8] The Arabic ontology - an Arabic wordnet with ontologically clean content
    Jarrar, Mustafa
    [J]. APPLIED ONTOLOGY, 2021, 16 (01) : 1 - 26
  • [9] On the Use of Arabic Stemmers to Increase the Recall of Information Retrieval Systems
    Nasra, Ihab
    Maree, Mohammed
    [J]. 2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2017, : 2462 - 2468
  • [10] On the Use of Fuzzy Information Retrieval for Gauging Similarity of Arabic Documents
    Alzahrani, Salha Mohammed
    Salim, Naomie
    [J]. 2009 SECOND INTERNATIONAL CONFERENCE ON THE APPLICATIONS OF DIGITAL INFORMATION AND WEB TECHNOLOGIES (ICADIWT 2009), 2009, : 539 - +