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Data points:

X123
Y438
  • a. Find the regression equation for the data points. Use the defining formulas in Definition 4.4 to obtain Sxxand Sxy.
  • b. graph the regression equation and the data points.

Short Answer

Expert verified

Ans:

part (a): The regression equation for the given datay^=b0+b1x=1+2x

part (b): Graph representation

Step by step solution

01

Step 1. Given information:

Data points:

X123
Y438
02

Step 2. Solving part (a):

Obtain Sxxand Sxy.

The formula for Sxxand Sxyis given below:

Sxx=xi-x¯2Sxy=xi-x¯yi-y¯

Therefore, xi-x¯2and xi-x¯yi-y¯are tabulated below:


From the table, the value of Sxxis 2, and the value of Sxyis 4 .

03

Step 3. Continue:

Find the slope.

b1=SxySxx=42=2

Find the y-intercept.

b0=y¯-b1x¯=5-(2)(2)=5-4=1

Therefore, the regression equation for the given data is,

y^=b0+b1x=1+2x

04

Step 4. Solving part (b):

Graph the regression equation and the data points by using MINITAB MINITAB procedure:

Step 1: Choose Graph > Scatterplot

Step 2: Choose With Connect Line and then click OK.

Step 3: Under Y variables, enter a column of Y

Step 4: Under X variables, enter a column of X.

Step 5. Click ok.

05

Step 5. Continue:

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Most popular questions from this chapter

Answer true or false to each statement, and explain your answers.

a. The graph of a linear equation slopes upward unless the slope is 0 .

b. The value of the y-intercept has no effect on the direction that the graph of a linear equation slopes.

Wasp Mating Systems. In the paper "Mating System and Sex Allocation in the Gregarious Parasitoid Cotesia glomerata" (Animal Behaviour, Vol. 66, pp. 259-264). H. Gu and S. Dorn reported on various aspects of the mating system and sex allocation strategy of the wasp C. glomerata, One part of the study involved the investigation of the percentage of male wasps dispersing before mating in relation to the brood sex ratio (proportion of males). The data obtained by the researchers are on the WeissStats site.

a. Obtain a scatterplot for the data.

b. Is it reasonable to find a regression line for the data? Explain your answer.

12. In the context of regression analysis, what is an

a. outlier?

b. influential observation?

Sample Covariance. For a set of n data points, the sample covariance, sxy+is given by

The sample covariance can be used as an alternative method for tinding the slope and y-intercept of a regression line. The formulas are

b1=sv/xk2andb0=y^-b1i^n

where sidenotes the sample standard deviation of the x-values.

a. Use Equation (4.1) to determine the sample covariance of the data points in Exercise 4,45.

b. Use Equation (4.2) and your answer from part (a) to find the regression equation. Compare your result to that found in Exercise 4.57.

If ytends to increase linearly as xincreases, the variables are------ linearly correlated.

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