Multi-term web query expansion using WordNet

被引:0
|
作者
Gong, Zhiguo [1 ]
Cheang, Chan Wa [1 ]
U, Leong Hou [1 ]
机构
[1] Univ Macau, Fac Sci & Technol, Macau, Peoples R China
关键词
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
In this paper, we propose a method for multi-term query expansions based on WordNet. In our approach, Hypernym/Hyponymy and Synonym relations in WordNet is used as the basic expansion rules. Then we use WordNet Lexical Chains and WordNet semantic similarity to assign terms in the same query into different groups with respect to their semantic similarities. For each group, we expand the highest terms in the WordNet hierarchies with Hypernym and Synonym, the lowest terms with Hyponym and Synonym, and all other terms with only Synonym. Furthermore, we use collection related term semantic network to remove the low-frequency and unusual words in the expansions. And our experiment reveals that our solution for query expansion can improve the query performance dramatically.
引用
收藏
页码:379 / 388
页数:10
相关论文
共 50 条
  • [21] Personalized Web Search Using Correlation Matrix for Query Expansion
    Biancalana, Claudio
    Lapolla, Antonello
    Micarelli, Alessandro
    WEB INFORMATION SYSTEMS AND TECHNOLOGIES, 2009, 18 : 186 - 198
  • [22] Interactive Web multimedia search using query-session-based query expansion
    Huang, CK
    Chien, LF
    Oyang, YJ
    ADVANCES IN MUTLIMEDIA INFORMATION PROCESSING - PCM 2001, PROCEEDINGS, 2001, 2195 : 614 - 621
  • [23] Searching for explanatory Web pages using automatic query expansion
    Tauchi, Manabu
    Ward, Nigel
    COMPUTATIONAL INTELLIGENCE, 2007, 23 (01) : 3 - 14
  • [24] Enhanced Web document retrieval using automatic query expansion
    Khan, MS
    Khor, S
    JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2004, 55 (01): : 29 - 40
  • [25] Multi-term π-institutions and their equivalence
    Gil-Ferez, Jose
    MATHEMATICAL LOGIC QUARTERLY, 2006, 52 (05) : 505 - 526
  • [26] ON TERM SELECTION FOR QUERY EXPANSION
    ROBERTSON, SE
    JOURNAL OF DOCUMENTATION, 1990, 46 (04) : 359 - 364
  • [27] Geographical Query reformulation using a Geographical Taxonomy and WordNet
    El Midaoui, Omar
    El Ghali, Btihal
    El Qadi, Abderrahim
    Rahmani, Moulay Driss
    PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS2017), 2018, 127 : 489 - 498
  • [28] Monochromatic Solutions for Multi-Term Unknowns
    Cheng, Lei
    Hou, Jianfeng
    Li, Yusheng
    Lin, Qizhong
    GRAPHS AND COMBINATORICS, 2016, 32 (06) : 2275 - 2293
  • [29] Query structuring and expansion with two-stage term dependence for Japanese web retrieval
    Eguchi, Koji
    Croft, W. Bruce
    INFORMATION RETRIEVAL, 2009, 12 (03): : 251 - 274
  • [30] Multi-Term Relations for Information Retrieval
    Zhou, Lixin
    NDT: 2009 FIRST INTERNATIONAL CONFERENCE ON NETWORKED DIGITAL TECHNOLOGIES, 2009, : 71 - 75