Consider the following time series: Quarter Year 1 Year 2 Year 3 1 66 63 57 2 48 40 50 3 59 61 54 4 73 76 67
Consider the following time series: Quarter Year 1 Year 2 Year 3 1 66 63 57 2 48 40 50 3 59 61 54 4 73 76 67
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
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Question
Consider the following time series:
Quarter | Year 1 | Year 2 | Year 3 |
1 | 66 | 63 | 57 |
2 | 48 | 40 | 50 |
3 | 59 | 61 | 54 |
4 | 73 | 76 | 67 |
(a) | Choose a time series plot. | |||||||||||||||
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What type of pattern exists in the data? Is there an indication of a seasonal pattern? | ||||||||||||||||
(b) | Use a multiple linear regression model with dummy variables as follows to develop an equation to account for seasonal effects in the data: Qtr1 = 1 if quarter 1, 0 otherwise; Qtr2 = 1 if quarter 2, 0 otherwise; Qtr3 = 1 if quarter 3, 0 otherwise. For subtractive or negative numbers use a minus sign even if there is a + sign before the blank (Example: -300). | |||||||||||||||
ŷ = ?? + ?? Qtr1 +?? Qtr2 + ?? Qtr3 | ||||||||||||||||
(c) | Compute the quarterly forecasts for next year. | |||||||||||||||
|
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