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
  • [31] Personalized Mobile Information Retrieval System
    Choi, Okkyung
    Kim, Kangseok
    Wang, Duksang
    Yeh, Hongjin
    Hong, Manpyo
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2012, 9
  • [32] METIORE: A personalized information retrieval system
    Bueno, D
    David, AA
    USER MODELING 2001, PROCEEDINGS, 2001, 2109 : 168 - 177
  • [33] Agent Based Personalized Semantc Web Information Retrieval System
    Thangaraj, M.
    Mchamundeeswari
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2014, 5 (08) : 103 - 110
  • [34] A Method for Ontology-based User Profile Adaptation in Personalized Document Retrieval Systems
    Maleszka, Bernadetta
    2016 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2016, : 3187 - 3192
  • [35] Ontology-based user profile model used in information retrieval
    Wang, Wei
    Lin, Kunhui
    Journal of Computational Information Systems, 2009, 5 (03): : 1613 - 1621
  • [36] Personalized Information Retrieval: User Profiling with Web 2.0 Folksonomy
    Lim, Wern Han
    Alhashmi, Saadat M.
    Siew, Eu-Gene
    INNOVATION AND KNOWLEDGE MANAGEMENT: A GLOBAL COMPETITIVE ADVANTAGE, VOLS 1-4, 2011, : 1808 - 1820
  • [37] User interest model update mechanism in personalized information retrieval
    Wang, X. (wangxy@lut.cn), 2013, Binary Information Press, Flat F 8th Floor, Block 3, Tanner Garden, 18 Tanner Road, Hong Kong (10):
  • [38] Evaluating information retrieval system performance based on user preference
    Zhou, Bing
    Yao, Yiyu
    JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2010, 34 (03) : 227 - 248
  • [39] Evaluating information retrieval system performance based on user preference
    Bing Zhou
    Yiyu Yao
    Journal of Intelligent Information Systems, 2010, 34 : 227 - 248
  • [40] A Method for Determining Representative of Ontology-Based User Profile in Personalized Document Retrieval Systems
    Maleszka, Bernadetta
    Intelligent Information and Database Systems, ACIIDS 2016, Pt I, 2016, 9621 : 202 - 211