pearson相关
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pearson相关 [2023/04/05 12:17] – 创建 yunyuqu | pearson相关 [2024/04/12 16:23] (当前版本) – [Pearson correlation analysis] zwz | ||
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+ | ---- | ||
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+ | **4.Pearson相关的解释** | ||
+ | - 相关≠因果关系 | ||
+ | - 数据中的分数范围对相关有非常大的影响 | ||
+ | - 非常值会对相关系数产生非常大的影响 | ||
+ | - 解释关系强度应考虑 r², | ||
+ | * r>0.7高度相关; | ||
+ | * 0.5<r<0.7中度相关; | ||
+ | * r>0.3的相关才具有统计意义 | ||
---- | ---- | ||
+ | |||
+ | ====Pearson correlation analysis==== | ||
+ | **1.Purpose** | ||
+ | * Measure the degree and direction of linear correlation between two variables (generally used for isometric and proportional data) | ||
+ | |||
+ | ---- | ||
+ | |||
+ | **2.Definition formula** | ||
+ | * also known as product moment correlation | ||
+ | * {{: | ||
+ | * | ||
+ | * {{: | ||
+ | |||
+ | |||
+ | ---- | ||
+ | |||
+ | **3.Calculating SP ( compared with SS)** | ||
+ | * {{: | ||
+ | |||
+ | ---- | ||
+ | |||
+ | **4.Interpretation of Pearson' | ||
+ | - correlation≠causal relationship | ||
+ | - The range of scores in the data has a very large impact on the correlation. | ||
+ | - Extraordinary values can have a very large effect on the correlation coefficient | ||
+ | - Interpretation of the strength of the relationship should take into account r², not just r. | ||
+ | * r>0.7 is highly correlated; | ||
+ | * 0.5<r<0.7 is moderately correlated; | ||
+ | * The correlation is only statistically significant for r > 0.3. | ||
pearson相关.1680697058.txt.gz · 最后更改: 2023/04/05 12:17 由 yunyuqu