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10.1109/KSE.2009.22guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
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Hedge Algebra Based Type-2 Fuzzy Logic System and its Application to Predict Survival Time of Myeloma Patients

Published: 13 October 2009 Publication History

Abstract

In this paper, we propose a method to construct hedge algebra based type-2 fuzzy logic systems (HA-T2FLS). In these fuzzy logic systems, the footprints of uncertainty (FOU) of type-2 fuzzy sets are optimized by genetic algorithm and the dispersion of data. The key ingredient of our system is the concept of centroid of hedge algebra based type-2 fuzzy sets. It is used in the type-reducing of the HA-T2FLS, and transforming interval type-2 fuzzy sets to hedge algebra based type-2 fuzzy sets. As an application, we show how hedge algebra based type-2 fuzzy logic systems can be used to predict survival time of myeloma patients. The results show that hedge algebra based type-2 fuzzy logic systems are more accurate than type-1 and interval type-2 fuzzy logic systems in this class of problems.

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  • (2010)Fuzzy clustering with hedge algebraProceedings of the 1st Symposium on Information and Communication Technology10.1145/1852611.1852621(49-54)Online publication date: 27-Aug-2010
  1. Hedge Algebra Based Type-2 Fuzzy Logic System and its Application to Predict Survival Time of Myeloma Patients

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    Published In

    cover image Guide Proceedings
    KSE '09: Proceedings of the 2009 International Conference on Knowledge and Systems Engineering
    October 2009
    256 pages
    ISBN:9780769538464

    Publisher

    IEEE Computer Society

    United States

    Publication History

    Published: 13 October 2009

    Author Tags

    1. Genetic algorithm
    2. Hedge algebra
    3. Hedge algebra based type-2 fuzzy logic system
    4. Prediction problem

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    • (2010)Fuzzy clustering with hedge algebraProceedings of the 1st Symposium on Information and Communication Technology10.1145/1852611.1852621(49-54)Online publication date: 27-Aug-2010

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