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 not

rejected.

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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