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 not

rejected.

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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