In: Statistics and Probability
Q1 In a laboratory experiment, data were gathered on the life
span (Y in months) of 33 rats, units of daily protein intake (X1),
and whether or not a proposed life extending agent was added to the
rats diet (X2 = 0 if agent was not added, and X2 = 1 if agent was
added.) From the results of the experiment, the following
regression model was developed: y bar = 10 - 18x1 + 3X2 = 14X3 Also
provided are SSR = 60 and SST = 180. Refer to Exhibit 16-4.
a) The p-value for testing the significance of the regression model
is
b) The life expectancy of a rat that was given 2 units of the proposed life extending agent daily but was not given any protein is:
c) The degrees of freedom associated with SSE are
d) The life expectancy of a rat that was not given any protein and that did not take the proposed life extending agent
Q2 A variable Z, whose value is Z = X1X2, is added to a general linear model in order to account for potential effects of the two variables X1 and X2 acting together. This type of effect is:
Select one:
a. Impossible to occur
b. Called interaction
c. Called multicollinearity effect
d. Called transformation effect
Q3 When dealing with the problem of non-constant variance, the reciprocal transformation means using:
Select one:
a. 1/X as the independent variable instead of X
b. X2 as the independent variable instead of X
c. Y2 as the dependent variable instead of Y
d. 1/Y as the dependent variable instead of Y
Q1 In a laboratory experiment, data were gathered on the life
span (Y in months) of 33 rats, units of daily protein intake (X1),
and whether or not a proposed life extending agent was added to the
rats diet (X2 = 0 if agent was not added, and X2 = 1 if agent was
added.) From the results of the experiment, the following
regression model was developed: y bar = 10 - 18x1 + 3X2 Also
provided are SSR = 60 and SST = 180. Refer to Exhibit 16-4.
a) The p-value for testing the significance of the regression model
is
P=0.002
b) The life expectancy of a rat that was given 2 units of the proposed life extending agent daily but was not given any protein is:
y =10-18*0+3*1 = 13
c) The degrees of freedom associated with SSE are 30
(N-k-1= 33-2-1=30)
d) The life expectancy of a rat that was not given any protein and that did not take the proposed life extending agent
y =10-18*0+3*0 = 10
Q2 A variable Z, whose value is Z = X1X2, is added to a general linear model in order to account for potential effects of the two variables X1 and X2 acting together. This type of effect is:
Select one:
a. Impossible to occur
Answer: b. Called interaction
c. Called multicollinearity effect
d. Called transformation effect
Q3 When dealing with the problem of non-constant variance, the reciprocal transformation means using:
Select one:
Answer: a. 1/X as the independent variable instead of X
b. X2 as the independent variable instead of X
c. Y2 as the dependent variable instead of Y
d. 1/Y as the dependent variable instead of Y