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NK Landscapes Difficulty and Negative Slope Coefficient: How Sampling Influences the Results

机译:NK景观难度和负斜率系数:抽样如何影响结果

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摘要

Negative Slope Coefficient is an indicator of problem hardness that has been introduced in 2004 and that has returned promising results on a large set of problems. It is based on the concept of fitness cloud and works by partitioning the cloud into a number of bins representing as many different regions of the fitness landscape. The measure is calculated by joining the bins centroids by segments and summing all their negative slopes. In this paper, for the first time, we point out a potential problem of the Negative Slope Coefficient: we study its value for different instances of the well known NK-landscapes and we show how this indicator is dramatically influenced by the minimum number of points contained in a bin. Successively, we formally justify this behavior of the Negative Slope Coefficient and we discuss pros and cons of this measure.
机译:负斜率系数是2004年引入的问题硬度的指标,并且在大量问题上返回了有希望的结果。它是基于健身云的概念,通过将云分配到一些代表健身景观的许多不同区域的垃圾箱中的作品。该措施是通过段通过段和所有负斜坡求和的分段加入细分来计算。在本文中,我们首次指出了负斜率系数的潜在问题:我们研究其对众所周知的NK-LINESCAPES的不同实例的价值,我们展示了该指标如何受到最小点数的显着影响包含在一个垃圾箱里。连续,我们正式证明了负坡系数的这种行为,我们讨论了这一措施的优缺点。

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