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Research paper thumbnail of A New Method for Ranking Fuzzy Numbers Based on Principal Component Analysis

International Journal of Science, Engineering and Management, Sep 13, 2022

It is difficult to rank fuzzy numbers because of their ambiguous values. A few numbers of ranking... more It is difficult to rank fuzzy numbers because of their ambiguous values. A few numbers of ranking techniques have been encountered in last few decades. However, existing techniques are situation-dependent which have drawbacks. In this paper we introduced a statistical technique to rank two types of fuzzy numbers, triangular and trapezoidal fuzzy numbers. This technique is the multi-dimensional scaling, more precisely the principal component analysis. Here, we presented each fuzzy numbers as a row in a matrix, then found the scale points in a low dimensions. The scale points are then reconfigured to have a unique representation. The results from this approach are obtained by comparison to the other ranking methods. The validity has been established by comparison with existing works.

Research paper thumbnail of A New Method for Ranking Fuzzy Numbers Based on Principal Component Analysis

International Journal of Science, Engineering and Management, Sep 13, 2022

It is difficult to rank fuzzy numbers because of their ambiguous values. A few numbers of ranking... more It is difficult to rank fuzzy numbers because of their ambiguous values. A few numbers of ranking techniques have been encountered in last few decades. However, existing techniques are situation-dependent which have drawbacks. In this paper we introduced a statistical technique to rank two types of fuzzy numbers, triangular and trapezoidal fuzzy numbers. This technique is the multi-dimensional scaling, more precisely the principal component analysis. Here, we presented each fuzzy numbers as a row in a matrix, then found the scale points in a low dimensions. The scale points are then reconfigured to have a unique representation. The results from this approach are obtained by comparison to the other ranking methods. The validity has been established by comparison with existing works.

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