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Transformation of a Variable
Reason
Nonliear is translated into linear
Methods of explanation for linear relation are known
How
Justified
Theoretically
Diagnostic Plots
Transform x Y Both
Transformation of a Variable
Function
Reciprocal
Y =α+ β/x
Exponential
Y =αebx
Power
Y =αxb
Log
Y =α+ β log
x
Transform
Y’ =ln(Y) Y’ =lnα+ β x
Linear Form
Y’ =log(Y),
X’ =log(X)
Y’ =logα+ β x’
X’ =log(X) Y’ =α+ β x’
X’ =1/x Y’ =α+ β x’
0
5
10
15
20
25
1 2 3 4
y

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Regression with trasformation

  • 1.
  • 2. Transformation of a Variable Reason Nonliear is translated into linear Methods of explanation for linear relation are known How Justified Theoretically Diagnostic Plots Transform x Y Both
  • 3. Transformation of a Variable Function Reciprocal Y =α+ β/x Exponential Y =αebx Power Y =αxb Log Y =α+ β log x Transform Y’ =ln(Y) Y’ =lnα+ β x Linear Form Y’ =log(Y), X’ =log(X) Y’ =logα+ β x’ X’ =log(X) Y’ =α+ β x’ X’ =1/x Y’ =α+ β x’