方法对比
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| 偏相关× | Spearman秩相关系数× | |
|---|---|---|
| 领域 | 统计学 | 统计学 |
| 方法族 | Hypothesis test | Hypothesis test |
| 起源年份≠ | 1924 | 1904 |
| 提出者≠ | R. A. Fisher | Charles Spearman |
| 类型≠ | Parametric correlation with covariate control | Nonparametric rank-based correlation |
| 开创性文献≠ | Fisher, R.A. (1924). The Distribution of the Partial Correlation Coefficient. Metron, 3, 329–332. link ↗ | Spearman, C. (1904). The proof and measurement of association between two things. The American Journal of Psychology, 15, 72–101. DOI ↗ |
| 别名 | partial r, controlled correlation, Kısmi Korelasyon (Partial Correlation) | Spearman's rho, Spearman rank-order correlation, Spearman Sıra Korelasyonu |
| 相关≠ | 2 | 4 |
| 摘要≠ | Partial correlation measures the linear relationship between two continuous variables after removing the shared influence of one or more control variables. The technique was formalised by R. A. Fisher in 1924 and is the standard approach whenever a researcher suspects that a third variable inflates or suppresses the observed association between two variables of interest. | The Spearman rank correlation coefficient (ρ) is a nonparametric measure of the monotonic association between two variables. Introduced by Charles Spearman in 1904, it converts raw observations to ranks and measures how consistently one variable increases as the other increases, without assuming a normal distribution or a linear relationship. |
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