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Moran's I空间自相关检验×Pearson积矩相关系数×
领域空间分析统计学
方法族Regression modelHypothesis test
起源年份19501895
提出者Patrick A. P. MoranKarl Pearson
类型Global spatial autocorrelation statisticParametric correlation
开创性文献Moran, P.A.P. (1950). Notes on Continuous Stochastic Phenomena. Biometrika, 37(1/2), 17–23. DOI ↗Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences (2nd ed.). Lawrence Erlbaum Associates. DOI ↗
别名global Moran's I, spatial autocorrelation test, Moran's I Uzamsal Otokorelasyon Testipearson r, product-moment correlation, bivariate correlation, Pearson Korelasyon Analizi
相关54
摘要Moran's I is a global statistic, introduced by Patrick Moran in 1950, that measures whether and how a continuous variable is spatially autocorrelated across mapped units. A positive value signals clustering of similar values, a negative value signals a dispersed (checkerboard) pattern, and it is most often used as a diagnostic before moving to spatial regression.The Pearson product-moment correlation coefficient (r) is a parametric measure of the direction and strength of the linear association between two continuous variables. Introduced by Karl Pearson in 1895, it remains the most widely used bivariate correlation statistic in the social, health, and natural sciences. The coefficient ranges from −1 (perfect negative linear relationship) to +1 (perfect positive), with 0 indicating no linear association.
ScholarGate数据集
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  2. 2 来源
  3. PUBLISHED
  1. v1
  2. 2 来源
  3. PUBLISHED

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ScholarGate方法对比: Moran's I · Pearson Correlation. 于 2026-06-17 检索自 https://scholargate.app/zh/compare