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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| 99 | 52 | 234 | 61 |
| 105 | 38 | 263 | 67 |
| 88 | 25 | 212 | 71 |
| 76 | 48 | 126 | 69 |
| 79 | 47 | 150 | 60 |
| 56 | 23 | 236 | 70 |
| 60 | 22 | 174 | 71 |
| 121 | 57 | 219 | 69 |
| 61 | 20 | 137 | 65 |
| 108 | 29 | 263 | 72 |
| 97 | 33 | 231 | 59 |
| 77 | 50 | 109 | 66 |
| 59 | 54 | 140 | 63 |
| 78 | 41 | 180 | 62 |
| 63 | 41 | 141 | 64 |
| 63 | 20 | 116 | 71 |
| 72 | 24 | 113 | 69 |
| 95 | 39 | 240 | 72 |
| 91 | 51 | 122 | 67 |
| 93 | 34 | 244 | 62 |
| 81 | 38 | 112 | 74 |
| 72 | 31 | 118 | 64 |
| 93 | 47 | 254 | 66 |
| 69 | 58 | 141 | 67 |
| 55 | 34 | 203 | 59 |
| 62 | 24 | 101 | 63 |
| 55 | 28 | 165 | 67 |
| 75 | 52 | 157 | 63 |
| 60 | 33 | 184 | 63 |
| 91 | 38 | 212 | 60 |
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.
For partsc)andd), using the data, separately calculate the correlations between the response variable and each of the three explanatory variables.
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 sefor 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 se(to 3 decimal places) is:
increased decreased unchanged
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