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Fit a trend line to the following data by the method of least squares. Year 1974 1975 1976 1977 1978 1979 1980 1981 1982 Production 0 4 9 9 8 5 4 8 10 - Mathematics and Statistics

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Question

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

Year 1974 1975 1976 1977 1978 1979 1980 1981 1982
Production 0 4 9 9 8 5 4 8 10
Chart
Sum
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Solution

In the given problem, n = 9 (odd), middle t – value is 1978, h = 1

u = `"t - middle value"/"h" = ("t" - 1978)/(1)` = t – 1978

We obtain the following table.

Year
t
Production
yt
u = t – 1978 u2 uyt Trend Value
1974 0 –4 16 0 3.8001
1975 4 –3 9 –12 4.4334
1976 9 –2 4 –18 5.0667
1977 9 –1 1 –9 5.7
1978 8 0 0 0 6.3333
1979 5 1 1 5 6.9666
1980 4 2 4 8 7.5999
1981 8 3 9 24 8.2332
1982 10 4 16 40 8.8665
Total 57 0 60 38  

From the table, n = 9, `sumy_"t" = 57, sumu = 0, sumu^2 = 60,sumuy_"t" = 38`

The two normal equations are: `sumy_"t" = "na"' + "b"' sumu  "and" sumuy_"t", = a'sumu + b'sumu^2`

∴ 57 = 9a' + b'(0)          ...(i)   and
38 = a'(0) + b'(60)         ...(ii)

From (i), a' = `(57)/(9)` = 6.3333

From (ii), b' = `(38)/(60)` = 0.6333
∴  The equation of the trend line is yt = a' + b' u
i.e., yt = 6.3333 + 0.6333 u, where u = t – 1978.

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Measurement of Secular Trend
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Chapter 4: Time Series - Miscellaneous Exercise 4 [Page 69]

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Balbharati Mathematics and Statistics 2 (Commerce) [English] Standard 12 Maharashtra State Board
Chapter 4 Time Series
Miscellaneous Exercise 4 | Q 4.02 | Page 69

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