Incomplete pairwise comparison and consistency optimization

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چکیده

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Incomplete pairwise comparison and consistency optimization

This paper proposes a new method for calculating the missing elements of an incomplete matrix of pairwise comparison values for a decision problem. The matrix is completed by minimizing a measure of global inconsistency, thus obtaining a matrix which is optimal from the point of view of consistency with respect to the available judgements. The optimal values are obtained by solving a linear sys...

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AUC (Area Under ROC Curve) has been an important criterion widely used in diverse learning tasks. To optimize AUC, many learning approaches have been developed, most working with pairwise surrogate losses. Thus, it is important to study the AUC consistency based on minimizing pairwise surrogate losses. In this paper, we introduce the generalized calibration for AUC optimization, and prove that ...

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ژورنال

عنوان ژورنال: European Journal of Operational Research

سال: 2007

ISSN: 0377-2217

DOI: 10.1016/j.ejor.2006.09.065