• Title/Summary/Keyword: Modified Cauchy kernel function

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A Development of Noparamtric Kernel Function Suitable for Extreme Value (극치값 추정에 적합한 비매개변수적 핵함수 개발)

  • Cha Young-Il;Kim Soon-Bum;Moon Young-Il
    • Journal of Korea Water Resources Association
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    • v.39 no.6 s.167
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    • pp.495-502
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    • 2006
  • The importance of the bandwidth selection has been more emphasized than the kernel function selection for nonparametric frequency analysis since the interpolation is more reliable than the extrapolation method. However, when the extrapolation method is being applied(i.e. recurrence interval more than the length of data or extreme probabilities such as $200{\sim}500$ years), the selection of the kernel function is as important as the selection of the bandwidth. So far, the existing kernel functions have difficulties for extreme value estimations because the values extrapolated by kernel functions are either too small or too big. This paper suggests a Modified Cauchy kernel function that is suitable for both interpolation and extrapolation as an improvement.