Question

In: Statistics and Probability

Given the following dataset x 1 1 2 3 4 5 y 0 2 4 5...

Given the following dataset

x 1 1 2 3 4 5
y 0 2 4 5 5 3

We want to test the claim that there is a correlation between xand y.

(a) What is the null hypothesis Ho and the alternative hypothesis H1?

(b) Using α= 0.05, will you reject Ho? Justify your answer by using a p-value.

(c) Base on your answer in part (b), is there evidence to support the claim?

(d) Find r, the linear correlation coefficient.

The level of cretaine phosphokinase (CPK) in blood samples measures the amount of muscle damage for athletes. At Jock State University, the level of CPK was determined for each of 25 football players and 15 soccer players before and after practice. The two groups of athletes are trained independently. The data summary is as follows :For football players :

n=25 before practice after practice difference(before-after)
mean 254.73 225.6 29.13
St.deviation 115.5 132.6 21.00

For soccer players :

n=15 before practice after practice difference(before-after)
mean 177.1 173.8 3.3
st.deviation 60.7 64.4 6.88

Assume that all the data above are normal, use the information above to answer problems 7 to 10.

7. Construct a 95% Confidence Interval for the difference in mean CPK values for foot-ball players and soccer players BEFORE exercises.

8. Construct a 95% Confidence Interval for the difference in mean CPK values for foot-ball players BEFORE and AFTER exercises.

9. Test the claim that the mean CPK level has DECREASED for soccer players AFTERexercise (compared to the mean BEFORE exercise), using α= 0.10.

10. AFTER practice, do football players have a DIFFERENT mean CPK values com-pared to soccer players? Test this claim by performing a hypothesis test, usingα= 0.10.

Solutions

Expert Solution

a)

Here we have to test that

Null hypothesis :

Alternative hypothesis :

where is population correlation coefficient.

x y x*y x^2 y^2
1 0 0 1 0
1 2 2 1 4
2 4 8 4 16
3 5 15 9 25
4 5 20 16 25
5 3 15 25 9
Total 16 19 60 56 79

n = 6

b)

Test statistic :

where

r = 0.5890 (Round to 4 decimal)

t = 1.458 (Round to 3 decimal)

Test statistic = 1.458

b)Level of significance = = 0.05

Degrees of freedom = n - 2 = 6 - 2 = 4

P value for = 0.05 and df = 4 from excel using function:

=T.DIST.2T(0.05,4)

= 0.2186 (Round to 4 decimal)

P value = 0.2186

Here p value >

So we do not reject H0.

c)

Conclusion : There is no sufficient evidence to claim that there is correlation between x and y

d)

From part (b) ,

Correlation coefficient = r = 0.5890   


Related Solutions

Given the following dataset x   1   1   2   3   4   5 y   0   2   4   5  ...
Given the following dataset x   1   1   2   3   4   5 y   0   2   4   5   5   3 We want to test the claim that there is a correlation between xand y. The level of cretaine phosphokinase (CPK) in blood samples measures the amount of muscle damage for athletes. At Jock State University, the level of CPK was determined for each of 25 football players and 15 soccer players before and after practice. The two groups of athletes are trained...
Given: x y -5 1 -4 5 -3 4 -2 7 -1 10 0 8 1...
Given: x y -5 1 -4 5 -3 4 -2 7 -1 10 0 8 1 9 2 13 3 14 4 13 5 18 What are the confidence limits (alpha = 0.05) for the true mean value of Y when X = 3?
Given the two lines (x, y, z) = (4, -3, 5) + t(2, 0, -3) (x,...
Given the two lines (x, y, z) = (4, -3, 5) + t(2, 0, -3) (x, y, z) = (4, -3, 5) + s(5, 1, -1) a) determine a vector equation for the plane that combines the two lines b) parametric equations of the plane that contains the two lines c) Cartesian equation of the plane that contains the two lines
Solve this differential equation y''+(-4-2-2)y'+(4+4+4+4)y=x y(0)=3-2 y'(0)=2-3 Answer it as y(x)=... and motivate all the steps...
Solve this differential equation y''+(-4-2-2)y'+(4+4+4+4)y=x y(0)=3-2 y'(0)=2-3 Answer it as y(x)=... and motivate all the steps of the calculation
2. Consider the following data: x= 1, 2, 3, 4, 5 y =3, 2, 4, 6,...
2. Consider the following data: x= 1, 2, 3, 4, 5 y =3, 2, 4, 6, 5 By hand, not using Matlab, and showing your work: (a) Compute the correlation coefficient. (b) Find the least-squares line. (c) Find the standard deviation around the least-squares line.
Given a sequence x(n) for 0 ≤ n ≤ 3, where x(0)=4, x(1)=3, x(2)=2, and x(3)=1,...
Given a sequence x(n) for 0 ≤ n ≤ 3, where x(0)=4, x(1)=3, x(2)=2, and x(3)=1, evaluate your DFT X(k)
X 1 3 5 3 4 4 Y 2 5 4 3 4 6 A: Plot...
X 1 3 5 3 4 4 Y 2 5 4 3 4 6 A: Plot the date B: find the line of best fit C: determine ŷ AT x=3 D: Find r and r^2 E: explain r and r^2
Given: f(x,y) = 5 - 3x - y for 0 < x,y < 1 and x...
Given: f(x,y) = 5 - 3x - y for 0 < x,y < 1 and x + y < 1, 0 otherwise 1) find the covariance of x and y 2) find the marginal probability density function for x c) find the probability that x >= 0.6 given that y <= 0.2
in the problem given (3 - x)y" + x2y' + (1 + x)y = 0 ,...
in the problem given (3 - x)y" + x2y' + (1 + x)y = 0 , x0=0. find the recurrence relation and the series solution given y(0) = -6 and y'(0)= 2
x (Bins) frequency 0 0 1 0 2 0 3 2 4 5 5 8 6...
x (Bins) frequency 0 0 1 0 2 0 3 2 4 5 5 8 6 13 7 33 8 42 9 66 10 77 11 105 12 103 13 110 14 105 15 84 16 70 17 51 18 40 19 27 20 27 21 15 22 5 23 7 24 2 25 2 26 1 27 0 28 0 29 0 30 0 (7) On the Histogram worksheet, calculate all frequencies of the distribution using the table shown....
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT