विधियों की तुलना करें
चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।
| पुष्ट एक-नमूना t-परीक्षण (ट्रिम्ड माध्य)× | मजबूत युग्मित नमूना टी-परीक्षण (Robust Paired Samples t-test)× | |
|---|---|---|
| क्षेत्र | सांख्यिकी | सांख्यिकी |
| परिवार | Hypothesis test | Hypothesis test |
| उद्भव वर्ष≠ | 1970s–2000s | 1974 |
| प्रवर्तक≠ | Rand R. Wilcox (extending Yuen's trimmed-mean approach) | K. K. Yuen; extended by Rand R. Wilcox |
| प्रकार | Robust parametric mean comparison | Robust parametric mean comparison |
| मौलिक स्रोत≠ | Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838 | Yuen, K. K. (1974). The two-sample trimmed t for unequal population variances. Biometrika, 61(1), 165–170. DOI ↗ |
| उपनाम | one-sample trimmed mean test, Yuen one-sample test, robust one-sample location test, trimmed mean t-test | trimmed-mean paired t-test, Yuen paired t-test, robust dependent-samples t-test, trimmed paired comparison |
| संबंधित≠ | 4 | 3 |
| सारांश≠ | The robust one-sample t-test replaces the ordinary mean with a trimmed mean and the sample variance with a Winsorized variance to compare a population location against a hypothesized value. It retains the t-test decision framework while sharply reducing sensitivity to outliers and heavy-tailed distributions, making it reliable in real-world continuous data that deviate from normality. | The robust paired samples t-test replaces arithmetic means with trimmed means and Winsorized variance to compare two related measurements while resisting the distorting influence of outliers and non-normal distributions, producing reliable inference where the classic paired t-test breaks down. |
| ScholarGateडेटासेट ↗ |
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