Question: A multiple regression model is to be constructed to predict the heart rate in beats per minute (bpm) of a person based upon their age,
A multiple regression model is to be constructed to predict the heart rate in beats per minute (bpm) of a person based upon their age, weight and height.
Data has been collected on 30 randomly selected individuals:show data
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| 58 | 43 | 194 | 71 |
| 86 | 49 | 165 | 62 |
| 61 | 46 | 135 | 62 |
| 63 | 21 | 222 | 75 |
| 85 | 28 | 227 | 58 |
| 102 | 59 | 243 | 64 |
| 69 | 26 | 202 | 68 |
| 70 | 42 | 237 | 70 |
| 72 | 25 | 165 | 64 |
| 69 | 23 | 163 | 58 |
| 71 | 26 | 176 | 70 |
| 71 | 29 | 129 | 64 |
| 63 | 33 | 186 | 63 |
| 62 | 34 | 135 | 66 |
| 82 | 53 | 204 | 69 |
| 96 | 58 | 220 | 58 |
| 56 | 28 | 225 | 69 |
| 71 | 25 | 177 | 62 |
| 90 | 57 | 197 | 71 |
| 73 | 56 | 166 | 65 |
| 78 | 44 | 190 | 58 |
| 71 | 30 | 228 | 65 |
| 71 | 55 | 111 | 63 |
| 63 | 40 | 149 | 73 |
| 70 | 30 | 221 | 74 |
| 55 | 30 | 239 | 64 |
| 72 | 41 | 212 | 60 |
| 60 | 23 | 157 | 64 |
| 69 | 21 | 242 | 74 |
| 56 | 37 | 165 | 75 |
a)Find the multiple regression equation using all three explanatory variables. Assume that x1is age, x2is weight and x3is height. Give your answers to 3 decimal places.
y^=+age +weight +height
b)At a level of significance of 0.05, the result of the F test for this model is that the null hypothesis
isis notrejected.
c)The explanatory variable that is most correlated with heart rate is:
age weight height
d)The explanatory variable that is least correlated with heart rate is:
age weight height
e)The value of R2for this model, to 2 decimal places, is equal to
f)The value of s for this model, to 3 decimal places, is equal to
g)Construct a new multiple regression model by removing the variable height. Give your answers to 3 decimal places.
The new regression model equation is:
y^=+age +weight
h)In the new model compared to the previous one, the value of R2(to 2 decimal places) is:
increased decreased unchanged
i)In the new model compared to the previous one, the value of s (to 3 decimal places) is:
increased decreased unchanged
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