Web Search Personalization based on the Principle of the Ant Colony

被引:4
|
作者
Nandanwar, Amit Kumar [1 ]
Choudhary, Jaytrilok [1 ]
Singh, Dhirendra Pratap [1 ]
机构
[1] MANIT, Dept CSE, Bhopal 462003, India
来源
关键词
Personalization; Web search; Query Pre-processing; Re-rank; Ant colony; GENETIC ALGORITHM;
D O I
10.1016/j.procs.2021.05.073
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Internet is a global source of Information. The Information present on Internet is growing rapidly. Due to these quick growths of information, it is very hard to locate the relevant information on the search query specified for the user. Thus, it is very tedious task to find relevant information. In this paper, a web search personalization system based on the principle of the ant colony is proposed that prepares user profile of each user to reflect the preferences of the user. It performs query pre-processing before retrieving the search results from the built corpus of web pages. It personalizes search results retrieved from the corpus of web pages based on the user preferences present in user profile. By the principle of the ant colony, users can utilize user profiles of other users for personalizing search results when their profile are not enough capable. The proposed personalization system performs better the search accuracy in terms of precision and recall over existing three personalization search systems. (C) 2021 The Authors. Published by Elsevier B.V.
引用
收藏
页码:100 / 107
页数:8
相关论文
共 50 条
  • [21] Improving Web Search by Categorization, Clustering, and Personalization
    Zhu, Dengya
    Dreher, Heinz
    ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS, 2008, 5139 : 659 - +
  • [22] Combining Personalization and Groupization to Enhance Web Search
    Leung, Kenneth Wai-Ting
    Lee, Dik Lun
    Liu, Yuchen
    CONCEPTUAL MODELING, ER 2013, 2013, 8217 : 372 - +
  • [23] A Systematic Literature Review of Web Search Personalization
    Sharma S.
    Rana V.
    Recent Advances in Computer Science and Communications, 2021, 14 (07) : 2079 - 2086
  • [24] Semantic Web Service Composition Based on Ant Colony Optimization Method
    Ghafarian, Toktam
    Kahani, Mohsen
    NDT: 2009 FIRST INTERNATIONAL CONFERENCE ON NETWORKED DIGITAL TECHNOLOGIES, 2009, : 171 - +
  • [25] An Ant Colony Optimization Based Feature Selection for Web Page Classification
    Sarac, Esra
    Ozel, Selma Ayse
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [26] Study on Fast Codeword Search Based on Improved Ant Colony Algorithm
    Zou, Dayong
    Wu, Wei
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3768 - +
  • [27] A New Ant Colony Algorithm Based on Dynamic Local Search for TSP
    Qin, Haisheng
    Zhou, Shulun
    Huo, Ling
    Luo, Jie
    2015 FIFTH INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS AND NETWORK TECHNOLOGIES (CSNT2015), 2015, : 913 - 917
  • [28] Incremental Web Usage Mining Based on Active Ant Colony Clustering
    SHEN Jie~1
    2. Department of Computer Science
    Wuhan University Journal of Natural Sciences, 2006, (05) : 1081 - 1085
  • [29] AN EFFICIENT DENSITY BASED ANT COLONY APPROACH ON WEB DOCUMENT CLUSTERING
    Reka, M.
    JOURNAL OF APPLIED MATHEMATICS & INFORMATICS, 2023, 41 (06): : 1327 - 1339
  • [30] Application of Ontology Intelligence Search Engine Based on Ant Colony Algorithm
    Zhang, Rui-hua
    Yang, Tian-qi
    PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 374 - 378