Adaptive information retrieval system based on fuzzy profiling

Obada Alhabashneh, Rahat Iqbal, Faiyaz Doctor, Saad Amin

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    8 Citations (Scopus)
    61 Downloads (Pure)

    Abstract

    The importance of finding relevant information for business and decision making is imperative for both individuals as well as enterprises. In this paper, we present an approach for the development of a fuzzy information retrieval (IR) system. The approach provides a new mechanism for constructing and integrating three relevancy profiles comprising of: a task profile, user profile and document profile, into a unified index, through the use of relevance feedback and fuzzy rule based summarisation. Experiments were performed from which relevance feedback and user queries were captured from 35 users on 20 predefined simulated enterprise search tasks. The captured data set was used to develop the three types of profiles and train the fuzzy system. The system shows 86% performance accuracy in correctly classifying document relevance. The overall performance of the system was evaluated based on standard precision and recall which shows significant improvements in retrieving relevant documents based on user queries.
    Original languageEnglish
    Title of host publication2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
    PublisherIEEE
    Pages1-8
    DOIs
    Publication statusPublished - 2015
    EventIEEE International Conference on Fuzzy Systems - Istanbul, Turkey
    Duration: 2 Aug 20155 Aug 2015

    Conference

    ConferenceIEEE International Conference on Fuzzy Systems
    Country/TerritoryTurkey
    CityIstanbul
    Period2/08/155/08/15

    Bibliographical note

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