Сравнение на методи
Прегледайте избраните методи един до друг; редовете с разлики са откроени.
| Устойчива корелация на Пиърсън× | Коефициент на корелация по рангова скала на Спирмън× | |
|---|---|---|
| Област | Статистика | Статистика |
| Семейство | Hypothesis test | Hypothesis test |
| Година на възникване≠ | 1970s–1990s | 1904 |
| Създател≠ | Rand R. Wilcox and predecessors in robust statistics | Charles Spearman |
| Тип≠ | Robust bivariate association measure | Nonparametric rank-based correlation |
| Основополагащ източник≠ | Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838 | Spearman, C. (1904). The proof and measurement of association between two things. The American Journal of Psychology, 15, 72–101. DOI ↗ |
| Други названия≠ | winsorized correlation, percentage bend correlation, robust r, outlier-resistant correlation | Spearman's rho, Spearman rank-order correlation, Spearman Sıra Korelasyonu |
| Свързани≠ | 3 | 4 |
| Резюме≠ | The robust Pearson correlation is an outlier-resistant measure of linear association between two continuous variables. By applying Winsorizing, trimming, or percentage-bend transformations before computing the classic Pearson r, it retains the interpretability of a correlation coefficient while dramatically reducing the distortion caused by extreme values. | 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. |
| ScholarGateНабор от данни ↗ |
|
|