A method for discretization of continuous attributes in network performance measurement

L. Ma, Xuefeng Li, Zhuang Su
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引用次数: 4

Abstract

Network performance measurement is an important step to improve network performance. A new method for discretization of continuous attributes is put forward in this paper to overcome the limitation, which the parameters of network are almost continuous attributes.The method is based on an improved algorithm to produce candidate cut points and an algorithm of reduction based on variable precision rough information entropy. With the guarantee of consistency of decision system, the method can reduce the number of cut points, and improve efficiency of reduction. Experiments show that the algorithm yields satisfying reduction results.
网络性能测量中连续属性的离散化方法
网络性能测量是提高网络性能的重要步骤。本文提出了一种新的连续属性离散化方法,克服了网络参数几乎是连续属性的局限性。该方法基于改进的候选切点生成算法和基于变精度粗糙信息熵的约简算法。该方法在保证决策系统一致性的前提下,减少了切点的数量,提高了切点的效率。实验表明,该算法取得了令人满意的约简效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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