In: Statistics and Probability
1. correlation
It is interested to investigate if there is an association between body weight and the concentration of cholesterol in the blood. Subjects were randomly selected from a population of adult males between the ages of 50 and 55 with a height of between 60 and 69 inches in height. the data appears in the following table
weight (pounds) X |
cholesterol (mg/100 ml) Y |
146 |
181 |
205 |
228 |
157 |
182 |
165 |
249 |
184 |
259 |
153 |
201 |
220 |
339 |
181 |
224 |
151 |
112 |
188 |
241 |
181 |
225 |
163 |
223 |
198 |
257 |
193 |
337 |
157 |
197 |
Use an alpha level of 0.01. Determine if the exercises are effective in reducing weight.
please use the answer format sheet for better understanding of the exercise and show the calculation to understand from were the results came, thank you very much in advance.
Answer sheet
situation #1 |
Data: |
Hypothesis: Ho: Ha: |
mathematical model: |
Decision: |
Conclusion: |
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 2642.00 | 3455.00 | 6873.73 | 46053.33 | 13967.33 |
mean | 176.13 | 230.33 | SSxx | SSyy | SSxy |
sample size , n = 15
here, x̅ = Σx / n= 176.133 ,
ȳ = Σy/n =
230.333
1.307721423
SSxx = Σ(x-x̅)² = 6873.7333
SSxy= Σ(x-x̅)(y-ȳ) = 13967.3
estimated slope , ß1 = SSxy/SSxx = 13967.3
/ 6873.733 = 2.03199
intercept, ß0 = y̅-ß1* x̄ =
-127.56722
so, regression line is Ŷ =
-127.5672 + 2.0320
*x
------------
Ho: ρ = 0
Ha: ρ ╪ 0
n= 15
alpha,α = 0.01
correlation , r= 0.7850
t-test statistic = r*√(n-2)/√(1-r²) =
4.57
DF=n-2 = 13
p-value = 0.0005
Decison: p value < α , So, Reject
Ho