Below is a portion from a stepwise regression analysis Any o
Below is a portion from a stepwise regression analysis.
Any of the F statistics below can be computed via the formula:
F = (SSReg (Model A) – SSReg (Model B) ) / C
MSResidual (Model A)
Identify what Model A, Model B and the constant C are in order to obtain the F = 1.33 value for the variable x8
Based on the information below for Step 6 of the stepwise selection procedure, what will be the next change in model, in Step 7 of the procedure? (In other words, will a particular term be dropped, or added, or will nothing occur? Assume that the significance level for entry and staying are = .15
Results for the stepwise regression analysis
Stepwise Selection : Step 6
Statistics for removal
DF = 1,1116
Variable Partial R-Square Model R-Square F Value Pr > F
X9 0.0202 0.2650 31.60 < .0001
X1 0.0153 0.2699 23.95 < .0001
X10 0.0962 0.1890 150.20 < .0001
X2 0.0116 0.2736 18.08 < .0001
X6 0.0225 0.2627 35.16 < .0001
Statistics for Entry
DF = 1,1115
Variable Tolerance Model R-Square F Value Pr > F
X7 0.207460 0.2855 0.48 0.4906
X4 0.215074 0.2852 0.01 0.9334
X11 0.933262 0.2925 11.52 0.0007
X5 0.894028 0.2857 0.81 0.3682
X8 0.671736 0.2861 1.33 0.2494
X3 0.632098 0.2852 0.02 0.8816
Solution
In step 7 variable X11 should be dropped as probabaility <0.007 which is less than 0.15.
