Adaptive information retrieval system based on fuzzy profiling

Obada Alhabashneh, Rahat Iqbal, Faiyaz Doctor, Saad Amin

Research output: Chapter in Book/Report/Conference proceedingChapter

4 Citations (Scopus)
25 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
CountryTurkey
CityIstanbul
Period2/08/155/08/15

Bibliographical note

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  • Cite this

    Alhabashneh, O., Iqbal, R., Doctor, F., & Amin, S. (2015). Adaptive information retrieval system based on fuzzy profiling. In 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) (pp. 1-8). IEEE. https://doi.org/10.1109/FUZZ-IEEE.2015.7338012