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A Method of Uncertainty Measure Based on Rough Set

机译:一种基于粗糙集的不确定性度量方法

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摘要

Rough set is a new mathematical theory for dealing with uncertain and imprecise information. In view of it widely applied to data analysis, how to measure effectively the uncertainty is a meaningful issue. First, several main methods of uncertainty measure are introduced and their advantages and disadvantages are analyzed and compared; Second, combined with rough entropy, precision, inclusion degree, a new method of uncertainty measure, which is used to measure the uncertainty of rough set, is proposed. Finally, the proposed method is tested and compared with other methods of uncertainty measure. Experimental results show that it is effective and make the uncertainty measure more precise and complete.
机译:粗糙集是一种用于处理不确定和不精确信息的新数学理论。鉴于它广泛应用于数据分析,如何有效衡量不确定性是一个有意义的问题。首先,引入了几种不确定度量方法,分析了它们的优点和缺点;其次,结合粗糙熵,精度,包涵度,采用新的不确定度量方法,用于测量粗糙集的不确定性。最后,测试并与其他不确定度量的方法进行了测试和比较。实验结果表明,它是有效的,使不确定性测量更加精确和完整。

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