When visually inspecting data to confirm the existence of a trend

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Industrial Engineering

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Dec 6, 2023

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docx

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When visually inspecting data to confirm the existence of a trend, a scatterplot of the data with a superimposed linear trend line is advisable to view the series over time True Consider the following estimated linear trend model and make a forecast for t=18 and =11.23 +1.04t 29.95 In reviewing stock growth in Amazon, the linear trend model would be best use for when an increase in the series happens over time False If a time series reverses direction, then a quadratic trend model will allow for the curvature to be graphed True Consider the following quadratic trend model and make a forecast for t=10 and y = 15.84 + 0.98t +0.02t^2 43.44 By combining the validation and the training set, the sample is larger for estimation and includes the most recent validation set for predictions True Which one of the following is not a step in cross-validation with time series? Use both the training and validation set to re-estimate the preferred model Consider the following table of the derivations for the MSE, MSA, and MAPE in the validation set. Based on the results, which model is preferred and why? Exponential, because the MSE, MAD, and MAPE are consistently lower When a time series exhibits seasonal variations, the Holt exponential smoothing method, or double exponential smoothing method, is appropriate to capture the upward and downward movement of the time series False The triple exponential smoothing method uses seasonality variations in the analysis of the data True Which method would be the best fit for a sample containing seasonality, but no trend, and is further divided into structures depending on the type of seasonality exhibited by the series? the Hold-Winters exponential smoothing method ADVERTISEMENT
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