Exam 16: Time-Series Forecasting
Exam 1: Defining and Collecting Data189 Questions
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Exam 16: Time-Series Forecasting165 Questions
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True or False: Given a data set with 15 yearly observations,a 3-year moving average will have fewer observations than a 5-year moving average.
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TABLE 16-13
Given below is the monthly time-series data for U.S.retail sales of building materials over a specific year.
The results of the linear trend,quadratic trend,exponential trend,first-order autoregressive,second-order autoregressive and third-order autoregressive model are presented below in which the coded month for the 1st month is 0:
Linear trend model:
Quadratic trend model:
Exponential trend model:
First-order autoregressive:
Second-order autoregressive:
Third-order autoregressive:
Below is the residual plot of the various models:
-Referring to Table 16-13,what is the exponentially smoothed value for the second month using a smoothing coefficient of W = 0.25?
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TABLE 16-10
Business closures in Laramie,Wyoming from 2007 to 2012 were:
Microsoft Excel was used to fit both first-order and second-order autoregressive models,resulting in the following partial outputs:
SUMMARY OUTPUT - 2nd Order Model
Coefficients
Intercept -5.77
X Variable 1 0.80
X Variable 2 1.14
SUMMARY OUTPUT - 1st Order Model
Coefficients
Intercept -4.16
X Variable 1 1.59
-Referring to Table 16-10,the fitted values for the second-order autoregressive model are ________,________,________,and ________.
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When using the exponentially weighted moving average for purposes of forecasting rather than smoothing,
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TABLE 16-13
Given below is the monthly time-series data for U.S.retail sales of building materials over a specific year.
The results of the linear trend,quadratic trend,exponential trend,first-order autoregressive,second-order autoregressive and third-order autoregressive model are presented below in which the coded month for the 1st month is 0:
Linear trend model:
Quadratic trend model:
Exponential trend model:
First-order autoregressive:
Second-order autoregressive:
Third-order autoregressive:
Below is the residual plot of the various models:
-Referring to Table 16-13,what is the value of the t test statistic for testing the appropriateness of the third-order autoregressive model?
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