PIRAT: A Personalized Information Retrieval System in Arabic Texts Based on a Hybrid Representation of a User Profile

被引:3
|
作者
Safi, Houssem [1 ]
Jaoua, Maher [1 ]
Belguith, Lamia Hadrich [1 ]
机构
[1] Fac Econ & Management Sfax, ANLP Res Grp, MIRACL Lab, Sfax, Tunisia
关键词
Information retrieval; Personalization; User profile; Ontology;
D O I
10.1007/978-3-319-41754-7_31
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The work presented in this paper aims at developing a Personalized Information Retrieval system in Arabic Texts ("PIRAT") based on the user's preferences/interests. For this reason, we proposed a user's modeling and a personalized matching method document-query. The proposed user's modeling is based on a hybrid representation of the user profile. In this approach, we introduce an algorithm which automatically builds a hierarchical user profile that represents his implicit personal interests and domain. It is to represent the interests and the domain with a conceptual network of nodes linked together through relationships respecting the linking topology defined in the domain of hierarchies and ontologies (hyperonymy, hyponymy, and synonymy). Then, we address the problem of unavailable language resources by building (i) a large Arabic text corpus entitled "WCAT" and (ii) Building our own Arabic queries corpus entitled "AQC2" in order to evaluate the suggested PIRAT system and AXON system. The results of this evaluation are promising.
引用
收藏
页码:326 / 334
页数:9
相关论文
共 50 条
  • [1] AXON: a personalized retrieval information system in Arabic texts based on linguistic features
    Houssem, Safi
    Maher, Jaoua
    Lamia, Belguith Hadrich
    2015 6TH INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND ECONOMIC INTELLIGENCE (SIIE), 2015, : 165 - 172
  • [2] A study of user profile representation for personalized cross-language information retrieval
    Zhou, Dong
    Lawless, Seamus
    Wu, Xuan
    Zhao, Wenyu
    Liu, Jianxun
    ASLIB JOURNAL OF INFORMATION MANAGEMENT, 2016, 68 (04) : 448 - 477
  • [3] An information retrieval system based on a user profile
    Chen, PM
    Kuo, FC
    JOURNAL OF SYSTEMS AND SOFTWARE, 2000, 54 (01) : 3 - 8
  • [4] Semantic indexing of Arabic texts for information retrieval system
    Abderrahim, Mohammed Alaeddine
    Dib, Mohammed
    Abderrahim, Mohammed El-Amine
    Chikh, Mohammed Amine
    INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY, 2016, 19 (02) : 229 - 236
  • [5] Personalized Information Retrieval Models Integrating the User's Profile
    Bouhini, Chahrazed
    Gery, Mathias
    Largeron, Christine
    2016 IEEE TENTH INTERNATIONAL CONFERENCE ON RESEARCH CHALLENGES IN INFORMATION SCIENCE (RCIS), 2016, : 567 - 575
  • [6] A geo-social user profile for a personalized information retrieval
    Rafa, Tahar
    Kechid, Samir
    PROCEEDINGS OF THE 2016 8TH INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT AND ENGINEERING (ICIME 2016), 2016, : 62 - 66
  • [7] Multiple Emotional Profile Representation for Personalized Information Retrieval Systems
    Sadat, Islam
    Kechid, Samir
    2023 20TH ACS/IEEE INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS, AICCSA, 2023,
  • [8] An Event-based Geo-Social User Profile for a Personalized Information Retrieval
    Rafa, Tahar
    Kechid, Samir
    PROCEEDINGS OF 2017 FIRST INTERNATIONAL CONFERENCE ON EMBEDDED & DISTRIBUTED SYSTEMS (EDIS 2017), 2017, : 50 - 54
  • [9] Dynamic ontology-based user modeling in personalized information retrieval system
    Ai, Dangxiang
    Zuo, Hui
    Liu, Gaoyong
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON COOPERATION AND PROMOTION OF INFORMATION RESOURCES IN SCIENCE AND TECHNOLOGY(COINFO 10), 2010, : 139 - +
  • [10] The Personalized Information Retrieval Model Based on User Interest
    Gong, Songjie
    2010 INTERNATIONAL CONFERENCE ON COMMUNICATION AND VEHICULAR TECHNOLOGY (ICCVT 2010), VOL II, 2010, : 223 - 225