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降雨异常值探测的改造箱形图法 被引量:3

An Adjusted Boxplot for Rainfall Observations
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摘要 经典箱形图运用到有偏降雨数据时,常常将超过触须区间的有偏数据错误地判断为异常值。利用偏态的抗差度量参数,对经典触须区间进行偏态改造,以满足有偏降雨数据异常值的探测需求。分析和比较了度量参数的3种改造形式:线性函数、二次函数、幂函数,结果显示幂函数形式的探测风险最小。将经典箱形图和改造箱形图运用于无异常值和有异常值数据中,改造箱形图的的探测风险小,且探测效果良好。 When the data are skewed, some data usually exceed the whisker zone of the classical boxplot and are often erroneoustly declared as outliers. For skewed rainfall observations, an adjustment of the boxplot is presented that includes a robust measure pa rameter of skewness in the determination of the new whisker zone. This results in a more accurate representation of the skewed data. The three adjusted functions- line function, quadratic function and exponential function are analyzed and compared. The results show the exponential function suits skewed rainfall data sets. The two methods are applied to uncontaminated and contaminated rainfall data. The results show that the adjusted boxplot has less detection risk and better detection effects.
作者 赵超
出处 《中国农村水利水电》 北大核心 2012年第9期60-62,共3页 China Rural Water and Hydropower
基金 国家自然科学基金项目(50909084) 水文水资源与水利工程科学国家重点实验室开放基金(2010490411) 厦门理工学院杰出青年科研人才培育计划资助(JA10243)
关键词 有偏数据 降雨异常值 改造箱形图 触须区间 skewed data rainfall outlier adjusted boxplot whisker zone
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  • 1赵超,包为民,孟永国.遥测降雨的抗差修正研究[J].水电能源科学,2005,23(6):21-24. 被引量:4
  • 2赵超,包为民,林跃,黄志强.考虑降雨中心的遥测降雨三步修正[J].河海大学学报(自然科学版),2006,34(2):157-160. 被引量:3
  • 3Barnett V, Lewis T. Outliers in statistical data[ M ]. UK : John Wiley, 1994.
  • 4Han J, Kamber M. Data mining: concepts and techniques[M]. Morgan Kaufmann Publishers, 2001.
  • 5Grubhs F E. Procedures for detecting outlying observations in samples[J]. Technometrics, 1969,11 (1) : 1-10.
  • 6Grubbs F E, Beck G. Extension of sample sizes and percentage points for significance tests of outlying observations[ J]. Technometries, 1972, 4(14) : 847-853.
  • 7Singh D P. Flood frequency modeling and outliers organic geochemistry[M]. New York: ASCE, 1980.
  • 8Hu S Y. Problems with oudier test methods in flood frequency analysis[J]. Journal of Hydrology, 1987, 96(1-4) : 375-383.
  • 9Spencer C S, MeCuen R H. Detection of outliers in pearson type Ⅲ data [ J ]. Journal of Hydrologic Engineering, 1996,1 (1) : 2-10.
  • 10Bounessah M, Atkin B P. An application of exploratory data analysis ( EDA ) as a robust non-parametric technique for geochemical mapping in a semi-arid climate[ J ]. Applied Geochemistry, 2003, 18 : 1185-1195.

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