Multiple Linear Regression

Descripción

Regression Mapa Mental sobre Multiple Linear Regression, creado por Keith Walker el 14/04/2013.
Keith Walker
Mapa Mental por Keith Walker, actualizado hace más de 1 año
Keith Walker
Creado por Keith Walker hace más de 11 años
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Resumen del Recurso

Multiple Linear Regression
  1. Y = a + b₁x₁ + b₂x₂.....bkxk
    1. xᵢ is the ᵢth explanatory variable (i= 1,2,3...k)
      1. Y is mean, expected or predicted value of y which corresponds to a group of values for x
        1. Partial Regression Coefficients where b₁ represents the amount Y equals when b₁ is increased by 1 unit and all other coefficients remain the same.
        2. Analysis
          1. Goodness of fit. Adjusted R². Lo = poor
            1. ANOVA ie H₀ b₁,b₂.....bᵢ =0 Significant result, at least one x is linear related to Y
              1. t-test of each coefficient. Same as for Linear Regression for each explanatory variable. b₁/SE(b₁)
              2. When we are interested in the effect of several explanatory variables on a dependant variable.
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