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
  • [41] Ant colony pattern search algorithms and their convergence
    College of Information Engineering, Zhejiang University of Technology, Hangzhou 310032, China
    不详
    Kong Zhi Li Lun Yu Ying Yong, 2007, 6 (943-948): : 943 - 948
  • [42] Economic dispatch by ant colony search algorithm
    Sum-im, T
    2004 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2004, : 416 - 421
  • [43] Web Search Personalization Using Ontological User Profiles
    Gupta, Kretika
    Arora, Anuja
    PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING (SOCPROS 2012), 2014, 236 : 849 - 855
  • [44] Adaptive web search based on a colony of cooperative distributed agents
    Gasparetti, F
    Micarelli, A
    COOPERATIVE INFORMATION AGENTS VII, PROCEEDINGS, 2003, 2782 : 168 - 183
  • [45] Mobile Geographic Web Search Personalization with Language Model
    Pu, Qiang
    Lbath, Ahmed
    He, Daqing
    SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, PTS 1-4, 2013, 303-306 : 1420 - +
  • [46] Web Search Personalization Using Semantic Similarity Measure
    Sharma, Sunny
    Rana, Vijay
    PROCEEDINGS OF RECENT INNOVATIONS IN COMPUTING, ICRIC 2019, 2020, 597 : 273 - 288
  • [47] Review on web search personalization through semantic data
    Jay, Patel
    Shah, Pinal
    Makvana, Kamlesh
    Shah, Parth
    2015 IEEE INTERNATIONAL CONFERENCE ON ELECTRICAL, COMPUTER AND COMMUNICATION TECHNOLOGIES, 2015,
  • [48] Web search personalization via social bookmarking and tagging
    Noll, Michael G.
    Meinel, Christoph
    SEMANTIC WEB, PROCEEDINGS, 2007, 4825 : 367 - +
  • [49] Web Search Personalization Using Machine Learning Techniques
    Bibi, Tarannum
    Dixit, Pratiksha
    Ghule, Rutuja
    Jadhav, Rohini
    SOUVENIR OF THE 2014 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE (IACC), 2014, : 1296 - 1299
  • [50] A load balancing model for web cache proxy based on ant colony behavior
    Wang, Yang
    Du, Guang-Yu
    Huang, Tian-Shu
    Wang, Yu
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 2192 - +