// File New-Lec3-02-02-02-01.txt. Edition 7/14/2010. // Title F-Statistic_Distribution // Print F-statistics results (0 no) 2 // 0 Unrestricted estimates only // 1 Both sets of estimates // 2 Both sets of estimates and the F-statistic // 3 Both sets of estimates, the F-statistic, and the Probability // Constant 10 40 10 30 // Coef1 -1.3 -.3 .1 -.5 // Coef2 -.2 1.5 .1 .4 // Coef3 -.3 .3 .1 .1 // Error Term Var // 200.0 500.0 150.0 200.0 1.0 5.0 1.0 2.0 // Sample Size 10 30 1 24 // Problem Specs // Pause // At Least FValue // SampleSize // Coef1, Coef2, Coef3 ` -1 .64 24 -.5 .4 .1 Two Objectives: _ First, show that the F-statistic is non-negative. _ Second show that the F- statistic is a random variable. _ To do so, we consider an unrestricted regression and a restricted regression. The unrestricted regression imposes no conditions on the coefficients. In the restricted regression, the sum of the coefficients must equal a specified value. By default, the specified sum value is 0. ` For each repetition, the following information is reported to the left: ____Res: Estimates of the restricted coefficients and their sum ____SSRR: Restricted sum of squared residuals ____Unr: Eestimates of the unrestricted coefficients and their sum ____SSRU: Unrestricted sum of squared residuals ____F-statistic: The F-statistic ` -1 .64 24 -.5 .4 .1 We begin by showing that the simulation calculates the F-statistic correctly. _ 1. Click Start. In the first repetition: _ 1a. What does the restricted and unrestricted sum of squares equal? _ 1b. What does the restricted and unrestricted degrees of freedom equal? _ 1c. What does the F-statistic equal? Is the simulation calculating the F-statistic correctly? _ 2. By clicking Continue repeat this process until you are convinced that the simulation ia calculating the F-statistic correctly. ` -1 .64 24 -.5 .4 .1 3. Could the restricted sum of squared residuals ever be less than the unrestricted sum? Could the F-statistic ever be negative? _ 4. Now, confirm your answer to question 3 by using the simulation. Click Start to run the first repetition. How are the restricted and unrestricted sum of squared residuals related? What is the sign of the F-statistic? ` 5. Click Continue to run the second repetition. How are the restricted and unrestricted sum of squared residuals related? What is the sign of the F-statistic? _ 6. Click Continue a few more times. Is the restricted sum of squared residuals ever less than the unrestricted sum? Is the F-statistic ever negative? _ 7. Is the F-statistic a random variable? Explain.