Question

In: Statistics and Probability

Because elderly people may have difficulty standing to have their height measured, a study looked at...

Because elderly people may have difficulty standing to have their height measured, a study looked at the relationship between overall height and height to the knee. Here are data (in centimeters) for five elderly men: Knee Height ? 56.5 46.3 41.2 47.7 52.7 Height ? 192.4 151.8 149.7 162.1 174.5 What is the equation of the least-squares regression line for predicting height from knee height? ANSWER: ?̂ =

Solutions

Expert Solution

Solution:

The general regression equation is given as below:

y = a + b*x

Where a is y-intercept and b is the slope.

Formulas for a and b are given as below:

b = (∑XY – n*Xbar*Ybar)/(∑X^2 – n*Xbar^2)

a = Ybar – b*Xbar

The calculation table is given as below:

No.

Knee Height x

Height y

x^2

y^2

xy

1

56.5

192.4

3192.25

37017.76

10870.6

2

46.3

151.8

2143.69

23043.24

7028.34

3

41.2

149.7

1697.44

22410.09

6167.64

4

47.7

162.1

2275.29

26276.41

7732.17

5

52.7

174.5

2777.29

30450.25

9196.15

Total

244.4

830.5

12085.96

139197.8

40994.9

Mean

48.88

166.1

From above table, we have

n = 5

∑x = 244.4

∑y = 830.5

∑x^2 = 12085.96

∑y^2 = 139197.8

∑xy = 40994.9

Xbar = ∑x/n = 244.4/5 = 48.88

Ybar = ∑y/n = 830.5/5 = 166.1

b = (∑XY – n*Xbar*Ybar)/(∑X^2 – n*Xbar^2)

b = (40994.9 – 5*48.88*166.1)/( 12085.96 – 5*48.88^2)

b = 2.863954

a = Ybar – b*Xbar

a = 166.1 – 2.863954*48.88

a = 26.10993

y = a + b*x

y = 26.10993 + 2.863954*x

ANSWER: ?̂ = 26.10993 + 2.863954*x


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