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pearson相关 [2023/04/05 12:24] yunyuqupearson相关 [2024/04/12 16:23] (当前版本) – [Pearson correlation analysis] zwz
行 22: 行 22:
   - 数据中的分数范围对相关有非常大的影响   - 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   - 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,不只是 r+  - 解释关系强度应考虑 ,不只是 r
   * r>0.7高度相关;   * r>0.7高度相关;
   * 0.5<r<0.7中度相关;   * 0.5<r<0.7中度相关;
行 28: 行 28:
  
 ---- ----
 +
 +====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
 +  * {{:r.png?250 |}}
 +  * 
 +  * {{:r公式.png?120 |}}
 +
 +
 +----
 +
 +**3.Calculating SP ( compared with SS)**
 +  * {{:ss与sp公式.png?500 |}}
 +
 +----
 +
 +**4.Interpretation of Pearson's correlation**
 +  - 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.1680697491.txt.gz · 最后更改: 2023/04/05 12:24 由 yunyuqu