• DocumentCode
    3544285
  • Title

    Search Bot: Search Intention Based Filtering Using Decision Tree Based Technique

  • Author

    Gupta, Varun ; Garg, Neeraj ; Gupta, Tarun

  • Author_Institution
    Maharaja Agrasen Inst. Of Technol., GGSIPU, New Delhi, India
  • fYear
    2012
  • fDate
    8-10 Feb. 2012
  • Firstpage
    49
  • Lastpage
    54
  • Abstract
    Most web search engines use only the search keywords for searching. Due to the ambiguity of semantics and usages of the search keywords, the results are noisy and many of them do not match the user´s search goals. This paper presents the design of an intelligent Search Bot, which operates as an agent for a user by simulating the user activity of filtering only the relevant search results. It learns from experience and improves its performance with time. The focus is to obtain a user´s search intention or requirement from the search query, and then to deliver results accordingly. The user first trains the system according to his search intention, by doing binary classification of the search results. Training is followed by knowledge representation and extraction, and then reasoning and analyzing the new search results to determine their relevance classification. The technique is based on the construction of decision trees. It also finds application in news searching, information retrieval from databases and spam mail detection.
  • Keywords
    Internet; decision trees; information filtering; knowledge acquisition; knowledge representation; pattern classification; query processing; search engines; software agents; user interfaces; Web search engines; binary classification; decision tree based technique; information retrieval; intelligent search bot; knowledge extraction; knowledge representation; news searching; performance improvement; search intention; search intention based filtering; search keywords; search query; spam mail detection; user activity; Accuracy; Decision trees; Entropy; Filtering; Google; Palladium; Training; data mining; information retrieval; machine learning; search intention; web searching;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems, Modelling and Simulation (ISMS), 2012 Third International Conference on
  • Conference_Location
    Kota Kinabalu
  • Print_ISBN
    978-1-4673-0886-1
  • Type

    conf

  • DOI
    10.1109/ISMS.2012.78
  • Filename
    6169674