A new approach to query expansion

被引:0
|
作者
Li, JF [1 ]
Guo, MZ [1 ]
Tian, SH [1 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
关键词
search engine; query expansion; relevance feedback; thesauri;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Searching online text collections can be both rewarding and frustrating. On the same time valuable information can be found, typically many irrelevant documents are also retrieved and many relevant ones are missed. Word mismatches between the user's query and document contents are a main cause of retrieval failures. Expanding a user's query with related words can improve search performance, but finding and using related words is an open problem. On the basis of previous approaches to query expansion, this paper proposes a new approach to query expansion, which combines two popular traditional methods-thesauri and automatic relevance feedback. In terms of theoretical analysis and experiments, the new approach is effective to query expansion for web retrieval and out-performs the optimized, conventional expansion approaches.
引用
收藏
页码:2302 / 2306
页数:5
相关论文
共 50 条
  • [31] A Distributed Representation Based Query Expansion Approach for Image Captioning
    Yagcioglu, Semih
    Erdem, Erkut
    Erdem, Aykut
    Cakici, Ruket
    PROCEEDINGS OF THE 53RD ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL) AND THE 7TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING (IJCNLP), VOL 2, 2015, : 106 - 111
  • [32] Combining WordNet and ConceptNet for automatic query expansion: A learning approach
    Hsu, Ming-Hung
    Tsai, Ming-Feng
    Chen, Hsin-Hsi
    INFORMATION RETRIEVAL TECHNOLOGY, 2008, 4993 : 213 - +
  • [33] A Semantic Query Expansion-based Patent Retrieval Approach
    Wang, Feng
    Lin, Lanfen
    Yang, Shuai
    Zhu, Xiaowei
    2013 10TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2013, : 572 - 577
  • [34] A user-centered approach for evaluating query expansion methods
    Delort, JY
    2005 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE, PROCEEDINGS, 2005, : 586 - 589
  • [35] A hybrid semantic query expansion approach for Arabic information retrieval
    Hiba ALMarwi
    Mossa Ghurab
    Ibrahim Al-Baltah
    Journal of Big Data, 7
  • [36] A New Hybrid Document Clustering for PRF-Based Automatic Query Expansion Approach for Effective IR
    Gupta, Yogesh
    Saini, Ashish
    INTERNATIONAL JOURNAL OF E-COLLABORATION, 2020, 16 (03) : 73 - 95
  • [37] A Survey of Query Expansion, Query Suggestion and Query Refinement Techniques
    Ooi, Jessie
    Qin, Hongwu
    Ma, Xiuqin
    Liew, Siau Chuin
    2015 4TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND COMPUTER SYSTEMS (ICSECS), 2015, : 112 - 117
  • [38] Query expansion and query reduction in document retrieval
    Zukerman, I
    Raskutti, B
    Wen, YY
    15TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2003, : 552 - 559
  • [39] Conceptual query expansion
    Grootjen, FA
    van der Weide, TP
    DATA & KNOWLEDGE ENGINEERING, 2006, 56 (02) : 174 - 193
  • [40] Query expansion algorithms based on a new discrete relevance function
    Cobos Lozada, Carlos Alberto
    Estevez Mendoza, Eduardo
    Mendoza Becerra, Martha Eliana
    Gomez Florez, Luis Carlos
    Leon Guzman, Elizabeth
    UIS INGENIERIAS, 2011, 10 (01): : 8 - 20