Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

The assignment should be done using R statistical software. No manual calculations are allowed Please turn in all codes and corresponding outputs The assignment should

The assignment should be done using R statistical software. No manual calculations are allowed Please turn in all codes and corresponding outputs The assignment should be typed in. Consider the dataset in "Birth.txt", which represents the data on 189 women who gave birth to either a low weight baby (weighing less than 2500 grams) or a normal weight baby. The objective of the study was to identify the risk factors associated with giving birth to a low birth weight baby. The researchers identified three variables that might influence the birth weight of babies: age of the subject in years, weight of the subject in pounds, and smoking status during pregnancy (1 = Yes, 0 = No). The actual birth weights (in grams) of babies are presented in the column BW (Hosmer, D.W., Lemeshow, S. and Sturdivant, R.X., 2013)

Fit a linear regression model using information on all the explanatory variables. Interpret the significance and effect of each of the explanatory variable. Use = 0.05. Comment on the value of the adjusted R-squared for your working model. Are you surprised to see this value? What will be your justification behind this value

ID BW AGE WEIGHT SMOKE 1 2523 19 182 0 2 2551 33 155 0 3 2557 20 105 1 4 2594 21 108 1 5 2600 18 107 1 6 2622 21 124 0 7 2637 22 118 0 8 2637 17 103 0 9 2663 29 123 1 10 2665 26 113 1 11 2722 19 95 0 12 2733 19 150 0 13 2750 22 95 0 14 2750 30 107 0 15 2769 18 100 1 16 2769 18 100 1 17 2778 15 98 0 18 2782 25 118 1 19 2807 20 120 0 20 2821 28 120 1 21 2835 32 121 0 22 2835 31 100 0 23 2836 36 202 0 24 2863 28 120 0 25 2877 25 120 0 26 2877 28 167 0 27 2906 17 122 1 28 2920 29 150 0 29 2920 26 168 1 30 2920 17 113 0 31 2920 17 113 0 32 2948 24 90 1 33 2948 35 121 1 34 2977 25 155 0 35 2977 25 125 0 36 2977 29 140 1 37 2977 19 138 1 38 2992 27 124 1 39 3005 31 215 1 40 3033 33 109 1 41 3042 21 185 1 42 3062 19 189 0 43 3062 23 130 0 44 3062 21 160 0 45 3076 18 90 1 46 3076 18 90 1 47 3080 32 132 0 48 3090 19 132 0 49 3090 24 115 0 50 3090 22 85 1 51 3100 22 120 0 52 3104 23 128 0 53 3132 22 130 1 54 3147 30 95 1 55 3175 19 115 0 56 3175 16 110 0 57 3203 21 110 1 58 3203 30 153 0 59 3203 20 103 0 60 3225 17 119 0 61 3225 17 119 0 62 3232 23 119 0 63 3232 24 110 0 64 3234 28 140 0 65 3260 26 133 1 66 3274 20 169 0 67 3274 24 115 0 68 3303 28 250 1 69 3317 20 141 0 70 3317 22 158 0 71 3317 22 112 1 72 3321 31 150 1 73 3331 23 115 1 74 3374 16 112 0 75 3374 16 135 1 76 3402 18 229 0 77 3416 25 140 0 78 3430 32 134 1 79 3444 20 121 1 80 3459 23 190 0 81 3460 22 131 0 82 3473 32 170 0 83 3475 30 110 0 84 3487 20 127 0 85 3544 23 123 0 86 3572 17 120 1 87 3572 19 105 0 88 3586 23 130 0 89 3600 36 175 0 90 3614 22 125 0 91 3614 24 133 0 92 3629 21 134 0 93 3629 19 235 1 94 3637 25 95 1 95 3643 16 135 1 96 3651 29 135 0 97 3651 29 154 0 98 3651 19 147 1 99 3651 19 147 1 100 3699 30 137 0 101 3728 24 110 0 102 3756 19 184 1 103 3770 24 110 0 104 3770 23 110 0 105 3770 20 120 0 106 3790 25 241 0 107 3799 30 112 0 108 3827 22 169 0 109 3856 18 120 1 110 3860 16 170 0 111 3860 32 186 0 112 3884 18 120 0 113 3884 29 130 1 114 3912 33 117 0 115 3940 20 170 1 116 3941 28 134 0 117 3941 14 135 0 118 3969 28 130 0 119 3983 25 120 0 120 3997 16 95 0 121 3997 20 158 0 122 4054 26 160 0 123 4054 21 115 0 124 4111 22 129 0 125 4153 25 130 0 126 4167 31 120 0 127 4174 35 170 0 128 4238 19 120 1 129 4593 24 116 0 130 4990 45 123 0 131 709 28 120 1 132 1021 29 130 0 133 1135 34 187 1 134 1330 25 105 0 135 1474 25 85 0 136 1588 27 150 0 137 1588 23 97 0 138 1701 24 128 0 139 1729 24 132 0 140 1790 21 165 1 141 1818 32 105 1 142 1885 19 91 1 143 1893 25 115 0 144 1899 16 130 0 145 1928 25 92 1 146 1928 20 150 1 147 1928 21 200 0 148 1936 24 155 1 149 1970 21 103 0 150 2055 20 125 0 151 2055 25 89 0 152 2082 19 102 0 153 2084 19 112 1 154 2084 26 117 1 155 2100 24 138 0 156 2125 17 130 1 157 2126 20 120 1 158 2187 22 130 1 159 2187 27 130 0 160 2211 20 80 1 161 2225 17 110 1 162 2240 25 105 0 163 2240 20 109 0 164 2282 18 148 0 165 2296 18 110 1 166 2296 20 121 1 167 2301 21 100 0 168 2325 26 96 0 169 2353 31 102 1 170 2353 15 110 0 171 2367 23 187 1 172 2381 20 122 1 173 2381 24 105 1 174 2381 15 115 0 175 2395 23 120 0 176 2410 30 142 1 177 2410 22 130 1 178 2414 17 120 1 179 2424 23 110 1 180 2438 17 120 0 181 2442 26 154 0 182 2450 20 105 0 183 2466 26 190 1 184 2466 14 101 1 185 2466 28 95 1 186 2495 14 100 0 187 2495 23 94 1 188 2495 17 142 0 189 2495 21 130 1

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Algebra And Trigonometry

Authors: Cynthia Y Young

5th Edition

1119820898, 9781119820895

More Books

Students also viewed these Mathematics questions