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in Statistics by (57.2k points)

Fit a quadratic trend for the following time series. Estimate the population for the year 2011.

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Let x and y be the year and population. 

The quadratic equation is –

y = a + bx + cΣx2

Normal equations are na + blx + clx2 

= ly alx + bΣx2 + cΣx3 

= Σxy aΣx2 + bΣx3 + cΣx4 = Σx2y

From (1) 5a + b.0 + c.10 = 3550

i.e. 5a + 10c = 3550 -(4)

From (2) a.0 + 6.10 + c.0 = 1410

∴ b = 141

From (3) a.10 + b.0 + c.34 = 7310

i.e. 10a + 34c =7310 (5) 

By solving (4) and (5) we get a and c

(4) x2 – (5)

Substitute c = 15 in (4)

we get 5a +10(15) = 3550 

∴ a = 680

The fitted quadratic trend equation is

ŷ = 680 + 141x + 15x2

Estimation of the population for the year 2011 

Here x = 3, 2 = 9 ŷ 2011 = 1238 millions.

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