Regresheni imara na ya kwantili
18 mbinu katika familia hii.
Zilizoangaziwa
Hitilafu Sanifu Zinazostahimili Heteroscedasticity (HC)Heteroscedasticity-robust standard errors are a correction to the covariance matrix of an OLS regression that yields valid inference when the error variance is not constant. IntrodUsanifu wa HuberHuber regression is a robust linear regression method, introduced by Peter J. Huber in 1964, that resists the influence of outliers by treating small and large residuals differentlUsawa wa Viwango Vidogo Vilivyopunguzwa (LTS) RegressionLeast Trimmed Squares is a robust linear regression method introduced by Peter J. Rousseeuw in 1984. Instead of fitting all residuals, it estimates the coefficients by minimising tM-wa pembejeo (Kurekebisha kwa Nguvu)M-estimators are a robust generalisation of maximum likelihood estimation, formalised in the work of Peter J. Huber (Huber & Ronchetti, 2009). Instead of squaring every residual, tUthabiti wa MM kwa Regresi ImaraThe MM-estimator is a robust linear regression method introduced by Victor J. Yohai in 1987. It combines the high breakdown point of an S-estimator with the high efficiency of an MRegresheni ya Kuantili (Tofauti Zisizo za Kiwakilishi)Quantile regression, introduced by Koenker and Bassett in 1978, models a chosen conditional quantile (such as the median or the 25th and 75th percentiles) of a continuous outcome r
Njia ya usomaji
Mbinu za msingi zinazorejelewa zaidi za mada hii, kwa mpangilio zilivyobuniwa — mahali pa kuanzia ikiwa wewe ni mgeni hapa.
Mbinu zote 18
Hitilafu Sanifu Zinazostahimili Heteroscedasticity (HC)Usanifu wa HuberUsawa wa Viwango Vidogo Vilivyopunguzwa (LTS) RegressionM-wa pembejeo (Kurekebisha kwa Nguvu)Uthabiti wa MM kwa Regresi ImaraRegresheni ya Kuantili (Tofauti Zisizo za Kiwakilishi)Regression ya RANSACUtafiti Imara wa KuelezeaUimarishaji wenye Nguvu wa Kukuza (Robust Gradient Boosting)LightGBM ImaraUsajili wa mstari wa kurudi nyuma kwa uthabiti (Robust Linear Regression)Regression ya Kiasi ImaraRegression Imara (Robust Regression)Usuli wa Regression Discontinuity Design (RDD) UimarishajiXGBoost ImaraMbinu ya S-estimator kwa ajili ya Regresi ImaraMkadiri wa Theil-SenUsanifu wa urejeshaji thabiti wa W-Estimator (Welsch / Tukey Bisquare)