Question

In: Statistics and Probability

Numbers (in thousands) of forest fires over the year and the number (in hundred thousands) of...

Numbers (in thousands) of forest fires over the year and the number (in hundred thousands) of aces burned for 7 recent years are shown.

Number of fires (x): 72 69 58 47 84 62 57

Number of acres burned (y): 73 70 59 48 85 63 58

The correlation coefficient for the data is r = 1 and standard deviation = 0.05.

Should the regression analysis be done?

Find the equation of the regression line. Round to three decimal places.

y' = ax+b

a =

b =

Solutions

Expert Solution

Here Dependent variable is Number of acres burned (y) and independent variable is Number of fires (x)

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As correlation between the two variables is 1.

But here point is that whether this correlation is meaningfull or nuinsance.So,this is a meaning ful correlation since logically we can estimate the Number of acres burned by using the number of fires in the forest.

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Question:-

Should the regression analysis be done?

Yes,Regression can be performed for the above data.

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Question:-

Find the equation of the regression line. Round to three decimal places.

y' = ax+b

a = Slope of the line

b = Intercept made by the line with the y-axis

Formulas to calculate a and b

Where xbar and ybar are the arithmetic means of x and y respectively.

Calculations:-(Model fitting)

(Excel is being used here)

cov(x,y) = 144.4672 ---- =covariance.s(array1,array2)

var(x) = 144.4672 ---- = var.s(number1,..number m)

Hence a= 144.4672 / 144.4672  

a = 1

And to calculate b;

xbar = 64.14286 ----=average(number1,...,number m )

ybar = 65.14286

b = 65.14286 - 1* 64.14286

b = 1

Therefore,

The regression line for the above data is

i.e

which is obvious since correlation(y,x) = 1


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