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Regression Imara (Robust Regression)

Regression imara hutoa makadirio ya uhusiano wa mstari kati ya matokeo yanayoendelea na vigezo vya utabiri huku ikipunguza kwa kiasi kikubwa athari za vipengele vya nje (outliers) na pointi za mvuto (leverage points). Tofauti na OLS (Ordinary Least Squares), ambayo huathirika sana na uchunguzi wa kipekee, mbinu imara hupeana uzito mdogo kwa pointi za data zisizo za kawaida, na kutoa makadirio ya mgawo (coefficient estimates) ambayo hubaki thabiti hata pale ambapo sehemu ya data imechafuliwa au haijasambazwa kwa kawaida.

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Regression Imara (Robust Regression)
Lasso RegressionUsawa wa Viwango Vidogo…Urejeshaji wa Njia ya Vi…Regression ya Kiasi (Qua…Regressioni ya MtepeWeighted Least Squares (…Regression Imara ya Baye…Regressioni ya Elastic N…Uchambuzi wa Ushawishi (…Ordinary Least Squares (…

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Vyanzo

  1. Huber, P. J. (1964). Robust estimation of a location parameter. The Annals of Mathematical Statistics, 35(1), 73–101. DOI: 10.1214/aoms/1177703732 ↗
  2. Hampel, F. R., Ronchetti, E. M., Rousseeuw, P. J., & Stahel, W. A. (1986). Robust Statistics: The Approach Based on Influence Functions. Wiley. ISBN: 978-0471735779

Jinsi ya kunukuu ukurasa huu

ScholarGate. (2026, June 3). Robust Regression. ScholarGate. https://scholargate.app/sw/statistics/robust-regression

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Imerejelewa na

Regression Imara ya BayesianRegressioni ya Elastic NetUchambuzi wa Ushawishi (Umbali wa Cook, DFFITS, Leveraji)Ordinary Least Squares (OLS)Modeli Robust ARCHRegresheni Hodari ya CoxModeli Hatari wa Mfumo wa Mlinganyo Mkuu (Robust Generalized Linear Model)Modeli wa Laini wa Kihierarkia ImaraMuundo Imara wa Athari Zilizochanganywa za LainiUsawa wa Usambazaji wa Logit wa Mfumo wa MwishoRobust Multiple linear regressionUsanifu wa Usajili wa Binomiali Hasidi (Robust Negative Binomial Regression)Robust PCAUsajili wa Poisson wa ImaraMuundo Imara wa ProbitRegression ya Kiasi ImaraUchambuzi wa Regresheni wa Kiasi-juu-ya-Kiasi (RQQR)Usawazishaji Imara wa RidgeMfumo Imara wa SARIMARegressioni Chini ya Mfumo Mkuu wa Takwimu (Robust Simple Linear Regression)Mofimu Imara wa Kuongezeka kwa ZeroWeighted Least Squares (WLS)

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ScholarGate — Robust Regression (Robust Regression). Imepatikana 2026-06-15 kutoka https://scholargate.app/sw/statistics/robust-regression · Seti ya data: https://doi.org/10.5281/zenodo.20539026