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a. Get a time series plot, SACF, and SPACF for the data. Do the plots indicate that the series is stationaryandnon-seasonal? Explain. b. Get the

a. Get a time series plot, SACF, and SPACF for the data. Do the plots indicate that the series is stationaryandnon-seasonal? Explain.

b. Get the 1stdifference (d1) of the series. Dothe time series, SACF, and SPACF plots for d1 indicate that the series is stationary?Explain.

c. What type of tentative ARMA model would you choose for the transformed data based on SACF and SPACF of the transformed series? Andwhy?

d.Use MA(1) model as the tentative model to fit the transformed data.Write down the model with assumptions and algebraically expand this model and express Yt as a function of past time series values, constant, and error terms.

e.Test the significant of constant and make the decision about whether to include the constant term. Estimate the model parameter(s).

f. Find forecast value for period 111 to 113 manually and compare your answers with SPSS output. If you are given the observationY111=6.0051 Update your forecast for period 112 to 113.

g. Use AR(1) model as the tentative model to fit the transformed data. Estimate the model parameter(s). Find forecast value for period 111 to 113. If you are given the observationY111=6.0051. Update your forecast for period 112.

data:

3.7136 1
3.6636 2
3.912 3
3.6889 4
3.7612 5
3.6376 6
3.7842 7
3.5553 8
3.6636 9
3.5553 10
3.3673 11
3.8918 12
3.912 13
4.0775 14
4.1431 15
3.4657 16
3.6636 17
3.8501 18
3.9703 19
4.0943 20
4.0431 21
3.9512 22
4.2485 23
4.4998 24
4.3041 25
4.1271 26
4.0073 27
4.4308 28
4.5433 29
4.2485 30
4.6821 31
4.9345 32
4.7875 33
4.5747 34
4.8363 35
5.0039 36
5.0626 37
4.8203 38
4.9416 39
4.6913 40
4.7362 41
4.3438 42
4.7875 43
4.8903 44
4.7005 45
4.5218 46
4.5747 47
4.3567 48
4.5951 49
4.6728 50
4.7185 51
4.4998 52
4.585 53
4.8283 54
5.0434 55
5.247 56
5.4638 57
5.2417 58
5.1591 59
5.1818 60
4.9127 61
5.0814 62
5.1417 63
5.0039 64
5.2149 65
5.0434 66
5.6204 67
5.4116 68
5.3613 69
5.6312 70
5.591 71
5.6595 72
5.4723 73
5.3613 74
5.5491 75
5.6802 76
5.3566 77
5.5053 78
5.8665 79
5.826 80
5.7301 81
5.5094 82
5.5491 83
5.7746 84
5.6971 85
5.6095 86
5.743 87
5.5175 88
5.656 89
5.6312 90
5.7333 91
5.994 92
5.7333 93
5.793 94
5.8665 95
5.8693 96
5.79 97
5.7807 98
5.6525 99
5.4931 100
5.4848 101
5.6595 102
5.8721 103
6.1312 104
5.8972 105
6.1883 106
6.1137 107
5.9687 108
6.2146 109
6.1115 110

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