(a) Using a weight of for the most recent observation, for the second most recent observation, and for third most recent observation, compute a three-week weighted moving average for the time series. (Round your answers to two decimal places.) Time Series Value Weighted Moving Average Forecast Week 1 16 2 20 3 18 22 17 O 6. 15 O 20 18 9 22 10 20 11 15 12 22 (b) Compute the MSE for the weighted moving average in part (a). MSE - Do you prefer this weighted moving average to the unweighted moving average? The MSE for the unweighted moving average is 10.91. O The unweighted moving average is preferred because it has a larger MSE compared to the weighted moving average. O The weighted moving average is preferred because it has a smaller MSE compared to the unweighted moving average. O The weighted moving average is preferred because it has a larger MSE compared to the unweighted moving average. O The unweighted moving average is preferred because it has a smaller MSE compared to the weighted moving average. (c) Suppose you are allowed to choose any weights as long as they sum to 1. Could you always find a set of weights that would make the MSE at least as small for a weighted moving average than for an unweighted moving average? Why or why not? O Yes, a weighted moving average always has a smaller MSE than an unweighted moving average. O No, sometimes you need to let the weights sum to a number higher/lower than 1 in order to get a smaller MSE than the one for an unweighted moving average. O Yes, because an unweighted moving average is just a weighted moving average where the weights are equal. O No, an unweighted moving average always has a smaller MSE than a weighted moving average.

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Suppose these data show the number of gallons of gasoline sold by a gasoline distributor in Bennington, Vermont, over the past 12 weeks.
Sales (1,000s
of gallons)
Week
1
16
2
20
3
18
4
22
17
6.
15
7
20
18
9
22
10
20
11
15
12
22
Transcribed Image Text:Suppose these data show the number of gallons of gasoline sold by a gasoline distributor in Bennington, Vermont, over the past 12 weeks. Sales (1,000s of gallons) Week 1 16 2 20 3 18 4 22 17 6. 15 7 20 18 9 22 10 20 11 15 12 22
(a) Using a weight of- for the most recent observation, -
for the second most recent observation, and for third most recent observation, compute a three-week weighted moving average for the time series. (Round your answers to two decimal places.)
Weighted Moving
Average Forecast
Time Series
Week
Value
1
16
2
20
18
4
22
5
17
6
15
7
20
8
18
9
22
10
20
11
15
12
22
(b) Compute the MSE for the weighted moving average in part (a).
MSE =
Do you prefer this weighted moving average to the unweighted moving average? The MSE for the unweighted moving average is 10.91.
O The unweighted moving average is preferred because it has a larger MSE compared to the weighted moving average.
O The weighted moving average is preferred because it has a smaller MSE compared to the unweighted moving average.
O The weighted moving average is preferred because it has a larger MSE compared to the unweighted moving average.
O The unweighted moving average is preferred because it has a smaller MSE compared to the weighted moving average.
(c) Suppose you are allowed to choose any weights as long as they sum to 1. Could you always find a set of weights that would make the MSE at least as small for a weighted moving average than for an unweighted moving average? Why or why not?
O Yes, a weighted moving average always has a smaller MSE than an unweighted moving average.
O No, sometimes you need to let the weights sum to a number higher/lower than 1 in order to get a smaller MSE than the one for an unweighted moving average.
O Yes, because an unweighted moving average is just a weighted moving average where the weights are equal.
O No, an unweighted moving average always has a smaller MSE than a weighted moving average.
Transcribed Image Text:(a) Using a weight of- for the most recent observation, - for the second most recent observation, and for third most recent observation, compute a three-week weighted moving average for the time series. (Round your answers to two decimal places.) Weighted Moving Average Forecast Time Series Week Value 1 16 2 20 18 4 22 5 17 6 15 7 20 8 18 9 22 10 20 11 15 12 22 (b) Compute the MSE for the weighted moving average in part (a). MSE = Do you prefer this weighted moving average to the unweighted moving average? The MSE for the unweighted moving average is 10.91. O The unweighted moving average is preferred because it has a larger MSE compared to the weighted moving average. O The weighted moving average is preferred because it has a smaller MSE compared to the unweighted moving average. O The weighted moving average is preferred because it has a larger MSE compared to the unweighted moving average. O The unweighted moving average is preferred because it has a smaller MSE compared to the weighted moving average. (c) Suppose you are allowed to choose any weights as long as they sum to 1. Could you always find a set of weights that would make the MSE at least as small for a weighted moving average than for an unweighted moving average? Why or why not? O Yes, a weighted moving average always has a smaller MSE than an unweighted moving average. O No, sometimes you need to let the weights sum to a number higher/lower than 1 in order to get a smaller MSE than the one for an unweighted moving average. O Yes, because an unweighted moving average is just a weighted moving average where the weights are equal. O No, an unweighted moving average always has a smaller MSE than a weighted moving average.
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