In: Statistics and Probability
x | 4 | 5 | 6 | 8 | 10 |
y | 3.4 | 4.2 | 6.3 | 10.9 | 13.3 |
a) Use the (x', y') data points and a calculator with regression keys to find the least-squares equation y' = a + bx'. What is the correlation coefficient? (Use 3 decimal places.)
y' | = _____ | + _____ x' |
r | = |
b) Use the results of part (b) to find estimates for α and β in the
power law y = αxβ.
Write the power equation for the relationship between steam
pressure and sheer strength of boiler plate steel. (Use 3 decimal
places.)
α | = ____ | |
β | = ____ | |
= ___ | · x^ ____ |
1)
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 33 | 38.1 | 23.2 | 74.3 | 41.14 |
mean | 6.60 | 7.62 | SSxx | SSyy | SSxy |
sample size , n = 5
here, x̅ = Σx / n= 6.60 ,
ȳ = Σy/n = 7.62
SSxx = Σ(x-x̅)² = 23.2000
SSxy= Σ(x-x̅)(y-ȳ) = 41.1
estimated slope , ß1 = SSxy/SSxx = 41.1
/ 23.200 = 1.7733
intercept, ß0 = y̅-ß1* x̄ =
-4.0836
so, regression line is Ŷ = -4.084
+ 1.773 *x
SSE= (SSxx * SSyy - SS²xy)/SSxx =
1.315
std error ,Se = √(SSE/(n-2)) =
0.662
correlation coefficient , r = Sxy/√(Sx.Sy)
= 0.991
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