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The following table gives the production of steel (in millions of tons) for years 1976 to 1986: Fit a trend line to the above data by the method of least squares. - Mathematics and Statistics

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Question

The following table gives the production of steel (in millions of tons) for years 1976 to 1986:

Year 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986
Production 0 4 4 2 6 8 5 9 4 10 10

Fit a trend line to the above data by the method of least squares.

Sum
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Solution

Here, n = 11. We transform year t to u by taking u = t − 1981.

We construct the following table for calculation:

Year (t) Production (xt) u = t − 1981 u2 uxt
1976 0 −5 25 0
1977 4 −4 16 −16
1978 4 −3 9 −12
1979 2 −2 4 −4
1980 6 −1 1 −6
1981 8 0 0 0
1982 5 1 1 5
1983 9 2 4 18
1984 4 3 9 12
1985 10 4 16 40
1986 10 5 25 50
Total ∑xt = 62 ∑u = 0 ∑u2 = 110 125 − 38 = 
∑uxt = 87

The equation of trend line is xt = a′ + b′u

The normal equations are

Σxt = na′ + b′Σu    ...(1)

Σuxt = a′Σu + b′Σu   ...(2)

Here, n = 11, Σxt = 62, Σu = 0, Σu2 = 110, Σuxt = 87

Putting these values in normal equations, we get

62 = 11a′ + b′(0)    ...(3)

87 = a′(0) + b′(110)    ...(4)

From equation (3), we get

a' = `62/11 = 5.6364`

From equation (4), we get

b' = `87/110 = 0.7909`

Putting a′ = 5.6364 and b′ = 0.7909 in the equation

xt = a′ + b′u, we get, the equation of trend line as

xt = 5.6364 + 0.7909 u.

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