In: Statistics and Probability
Twenty-one mature flowers of a particular species were dissected, and the number of stamens and carpels present in each flower were counted.
x, Stamens | 52 | 68 | 70 | 38 | 61 | 51 | 56 | 65 | 43 | 37 | 36 | 74 | 38 | 35 | 45 | 72 | 59 | 60 | 73 | 76 | 68 |
y, Carpels | 21 | 30 | 29 | 19 | 20 | 30 | 31 | 31 | 18 | 26 | 23 | 28 | 29 | 24 | 28 | 20 | 34 | 28 | 34 | 36 | 33 |
(a) Is there sufficient evidence to claim a linear relationship
between these two variables at α = .05?
(i) Find r. (Give your answer correct to three decimal
places.)
(iii) State the appropriate conclusion.
Reject the null hypothesis, there is not significant evidence to claim a linear relationship. Reject the null hypothesis, there is significant evidence to claim a linear relationship. Fail to reject the null hypothesis, there is significant evidence to claim a linear relationship. Fail to reject the null hypothesis, there is not significant evidence to claim a linear relationship.
(b) What is the relationship between the number of stamens and the
number of carpels in this variety of flower?. (Give your answers
correct to two decimal places.)
= | + x |
(c) Is the slope of the regression line significant at α =
.05?(i) Find t. (Give your answer correct to two decimal
places.)
(ii) Find the P-value. (Give your answer bounds
exactly.)
< p <
(iii) State the appropriate conclusion.
Reject the null hypothesis, there is not evidence of a significant slope. Reject the null hypothesis, there is evidence of a significant slope. Fail to reject the null hypothesis, there is evidence of a significant slope. Fail to reject the null hypothesis, there is not evidence of a significant slope.
(d) Find the 99% prediction interval for the number of carpels that
one would expect to find in a mature flower of this variety if the
number of stamens were 59. (Give your answers correct to one
decimal place.)
Lower Limit | |
Upper Limit |
Solution: We can use the excel regression data analysis tool to find the answer to the given questions. The excel output is given below:
Regression Analysis | ||||||
Regression Statistics | ||||||
Multiple R | 0.489677231 | |||||
R Square | 0.239783791 | |||||
Adjusted R Square | 0.199772411 | |||||
Standard Error | 4.816531829 | |||||
Observations | 21 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 139.0289254 | 139.0289254 | 5.992889871 | 0.024248198 | |
Residual | 19 | 440.7805984 | 23.19897886 | |||
Total | 20 | 579.8095238 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 16.87279181 | 4.3626304 | 3.867573061 | 0.001036819 | 7.741701461 | 26.00388216 |
x, Stamens | 0.184937444 | 0.07554517 | 2.448037963 | 0.024248198 | 0.026819586 | 0.343055302 |
For Individual Response Y | ||||||
Interval Half Width | 14.11848419 | |||||
Prediction Interval Lower Limit | 13.66561684 | |||||
Prediction Interval Upper Limit | 41.90258522 |
(a) Is there sufficient evidence to claim a linear relationship
between these two variables at α = .05?
(i) Find r. (Give your answer correct to three decimal
places.)
Answer:
(iii) State the appropriate conclusion.
Answer: Reject the null hypothesis, there is significant evidence to claim a linear relationship.
Explanation: Because the p-value for the slope coefficient is less than the significance level 0.05
(b) What is the relationship between the number of stamens and the number of carpels in this variety of flower?. (Give your answers correct to two decimal places.)
Answer:
(c) Is the slope of the regression line significant at α =
.05?(i) Find t. (Give your answer correct to two decimal
places.)
(ii) Find the P-value. (Give your answer bounds
exactly.)
0.01< p < 0.05
(iii) State the appropriate conclusion.
Answer: Reject the null hypothesis, there is evidence of
a significant slope.
(d) Find the 99% prediction interval for the number of carpels that
one would expect to find in a mature flower of this variety if the
number of stamens was 59. (Give your answers correct to one decimal
place.)
Lower Limit | 13.7 |
Upper Limit | 41.9 |