In: Statistics and Probability
An unknown metal has been found and the following experimental
results have been tabulated in the table below. The table contains
the grams of the unknown metal and the volume in milliliters of
water displacement. Find a linear model that express
mass as a function of the
volume.
Round your answers to 3 decimal places
grams | Volume in ml |
---|---|
20 | 226.8 |
21.5 | 241.4 |
23 | 258.2 |
24.5 | 277.8 |
26 | 297.8 |
27.5 | 305.6 |
29 | 328.9 |
Answer:
Volume = ? x+ ? ( where x is the grams of the unknown metal )
X | Y | (x-x̅)² | (y-ȳ)² | (x-x̅)(y-ȳ) |
20 | 226.8 | 20.25 | 2484.31 | 224.2929 |
21.5 | 241.4 | 9 | 1242.059 | 105.7286 |
23 | 258.2 | 2.25 | 340.139 | 27.66429 |
24.5 | 277.8 | 0 | 1.33898 | 0 |
26 | 297.8 | 2.25 | 447.6247 | 31.73571 |
27.5 | 305.6 | 9 | 838.5161 | 86.87143 |
29 | 328.9 | 20.25 | 2730.809 | 235.1571 |
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 171.5 | 1936.5 | 63 | 8084.797 | 711.45 |
mean | 24.5 | 276.642857 | SSxx | SSyy | SSxy |
sample size , n = 7
here, x̅ = 24.5 ȳ
= 276.6428571
SSxx = Σ(x-x̅)² = 63
SSxy= Σ(x-x̅)(y-ȳ) = 711.45
slope , ß1 = SSxy/SSxx =
11.29286
intercept, ß0 = y̅-ß1* x̄ =
-0.03214
so, regression line is Ŷ =
-0.0321 + 11.2929 *x
volume =11.293X - 0.032 ( where x is the grams
of the unknown metal )