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Linganisha mbinu

Pitia mbinu ulizochagua bega kwa bega; safu zinazotofautiana zinaangaziwa.

Kipimo cha Durbin-Watson kwa Utegemezi wa Kiotomatiki×Msawazo Mkuu wa Mlinganyo (MLR)×
NyanjaEkonometrikiTakwimu
FamiliaRegression modelRegression model
Mwaka wa asili19501886
MwanzilishiJames Durbin & Geoffrey WatsonFrancis Galton; formalized by Karl Pearson
AinaTest for first-order residual autocorrelationParametric linear model
Chanzo asiliaDurbin, J., & Watson, G. S. (1950). Testing for serial correlation in least squares regression: I. Biometrika, 37(3/4), 409–428. DOI ↗Galton, F. (1886). Regression towards mediocrity in hereditary stature. Journal of the Anthropological Institute of Great Britain and Ireland, 15, 246–263. DOI ↗
Majina mbadalaDW test, Durbin-Watson statistic, Durbin-Watson otokorelasyon testiMLR, OLS regression, multiple regression, linear regression with multiple predictors
Zinazohusiana48
MuhtasariThe Durbin-Watson test, developed by James Durbin and Geoffrey Watson in 1950–1951, detects first-order serial correlation in the residuals of a linear regression. Its statistic ranges from 0 to 4, with a value near 2 indicating no autocorrelation, values toward 0 indicating positive autocorrelation, and values toward 4 indicating negative autocorrelation. It remains one of the most reported regression diagnostics despite well-known limitations.Multiple linear regression (MLR) is a parametric regression model that expresses a continuous outcome as a weighted linear combination of two or more predictor variables plus a random error term. The unknown weights (regression coefficients) are estimated by ordinary least squares (OLS), which minimises the sum of squared residuals. The method traces to Francis Galton's 1886 work on hereditary stature and was placed on firm mathematical footing by Karl Pearson; Draper and Smith's 1966 textbook established it as the standard framework for applied regression.
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ScholarGateLinganisha mbinu: Durbin-Watson Test · Multiple Linear Regression. Imepatikana 2026-06-17 kutoka https://scholargate.app/sw/compare