In: Statistics and Probability
how do we estimate variance in linear regression.( what is the formula for estimating variance in simple and linear regression)
Step 1:
The Linear Regression Model is given by:
i = 1,2,...n
where
is response (dependent) variable
is predictor (independent) variable
is error
a = itercept
b = slope
Step 2:
Total Variation:
Step 3:
Variation explained by Linear Model:
Step 4:
Step 5:
Formula for Estimation of Variance in Simple and Linear Regression is given by: