Linganisha mbinu
Pitia mbinu ulizochagua bega kwa bega; safu zinazotofautiana zinaangaziwa.
| Uchambuzi wa Sehemu ya Kuvunjika× | Regression ya Kiasi (Quantile Regression)× | |
|---|---|---|
| Nyanja≠ | Takwimu | Ekonometriki |
| Familia | Regression model | Regression model |
| Mwaka wa asili≠ | 1983 | 1978 |
| Mwanzilishi≠ | Hampel (1971); Donoho & Huber (1983) | Koenker & Bassett |
| Aina≠ | Robustness diagnostic for estimators | Conditional quantile regression |
| Chanzo asilia≠ | Donoho, D. L. & Huber, P. J. (1983). The Notion of Breakdown Point. In A Festschrift for Erich L. Lehmann (pp. 157-184). Wadsworth. link ↗ | Koenker, R. & Bassett, G., Jr. (1978). Regression Quantiles. Econometrica, 46(1), 33-50. DOI ↗ |
| Majina mbadala≠ | breakdown point, finite-sample breakdown point, robustness breakdown analysis, Bozunma Noktası Analizi | conditional quantile regression, regression quantiles, Kantil Regresyon |
| Zinazohusiana | 5 | 5 |
| Muhtasari≠ | Breakdown point analysis quantifies the fraction of outliers an estimator can tolerate before it produces meaningless results. Formalised by Hampel (1971) and Donoho and Huber (1983), it is the standard tool for comparing the robustness of competing estimators. | Quantile regression models conditional quantiles of an outcome - the median, the 25th or 75th percentile, and so on - rather than the conditional mean that OLS targets. Introduced by Koenker and Bassett in 1978, it reveals how predictors act across the whole distribution, including its tails. |
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