Question

In: Statistics and Probability

An unknown metal has been found and the following experimental results have been tabulated in the...

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 expresses mass as a function of the volume.


grams Volume in ml
14 161.9
16.5 189
19 215.5
21.5 248.7
24 272.2
26.5 303.5
29 335.4



A) Write the linear regression equation for the data in the chart.

Volume = x+ where x is the grams of the unknown metal. Round your answers to 3 decimal places

B) If the mass of an unknown metal is 12, using your un-rounded regression equation find its predicted volume. Round your answer to 1 decimal place.    mL

Solutions

Expert Solution

Solution:

X Y XY X^2 Y^2
14 161.9 2266.6 196 26211.61
16.5 189 3118.5 272.25 35721
19 215.5 4094.5 361 46440.25
21.5 248.7 5347.05 462.25 61851.69
24 272.2 6532.8 576 74092.84
26.5 303.5 8042.75 702.25 92112.25
29 335.4 9726.6 841 112493.16
n 7
sum(XY) 39128.80
sum(X) 150.50
sum(Y) 1726.20
sum(X^2) 3410.75
sum(Y^2) 448922.80

,

So ,

b = 11.5171 and a = -1.0186

A) Write the linear regression equation for the data in the chart.

The equation of the regression line is

= bx + a

= 11.517 * x + (-1.019)

i.e.

Volume = 11.517 * x + (-1.019)

B) If the mass of an unknown metal is 12, using your un-rounded regression equation find its predicted volume. Round your answer to 1 decimal place.    mL

Put x = 12 in the regression equation.

Volume = [ 11.517 * 12] + (-1.019)

Volume = 137.2


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