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Common violations of the assumptions of least squares regression are nonlinearity, HETEROSKEDASTICITY, and non-normally distributed error terms. Unusual observations can also have undue influence on the regression equation, and MULTICOLLINEARITY can cause unstable estimates. It is ...

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