Dual concepts in fuzzy theory: Entropy and knowledge measure
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DOI: 10.1002/int.22085
Abstract: Entropy in a fuzzy set measures the amount of ambiguity/imprecision present in the fuzzy set. In this paper, we introduce a knowledge measure of a fuzzy set and its generalization (accuracy measure). The knowledge measure… read more here.
Keywords: accuracy measure; fuzzy; entropy; measure ... See more keywords
An Accuracy Argument in Favor of Ranking Theory
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DOI: 10.1007/s10992-019-09518-8
Abstract: Fitelson and McCarthy ( 2014 ) have proposed an accuracy measure for confidence orders which favors probability measures and Dempster-Shafer belief functions as accounts of degrees of belief and excludes ranking functions. Their accuracy measure… read more here.
Keywords: accuracy measure; favor ranking; accuracy; ranking theory ... See more keywords
Common Problems With the Usage of F-Measure and Accuracy Metrics in Medical Research
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DOI: 10.1109/access.2023.3278996
Abstract: Problem Binary classifiers are widely used in medical research, especially for diagnoses. They are usually evaluated via performance metrics computed based on confusion matrices. Accuracy and F-measure are among the most frequently used performance metrics,… read more here.
Keywords: accuracy measure; medical research; measure accuracy; research ... See more keywords