ETS Model - Hypothesis Test - Statistics Assessment Answer

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ETS Model - Hypothesis Test - Statistics Assessment Answer

TASK: Q1.Plot your time series. By observing the plot and describing its components select an ETS model you think is appropriate for forecasting. Make sure you justify your choice. Q2. Estimate the ETS model you described in Question 1. Paste the estimated model output. Describe and comment on the estimated parameters and components. Include any plots you see necessary. Q3. Plot the residuals from the model and comment on these. Perform some diagnostic checks and comment on whether you are satisfied with the fit of the model. (Make sure you state all relevant information for any hypothesis test you perform such as the null hypothesis, the degrees of freedom, the decision, etc.). Q4Let R select an ETS model. What model has been chosen and how has this model been chosen? Q5.Comment on how the model chosen by R is different to the model you have specified. Which of the two models would you choose and why? If the models are identical specify a plausible alternative and compare it to the one from Questions 1, 2 and 3. Give a brief justification for your choice (no more than 100 words). (Hint: also check the residuals from this model).  Q6. Generate forecasts for the period 2017-2018 using your chosen ETS model. Plot the forecasts and forecast intervals. Briefly comment on these. (No more than 100 words). Q7. On a different graph plot the last few years of your time series, forecasts and forecast intervals generated for the period 2017-2018 from both models you have considered in this assignment. Do both sets of forecasts look plausible? (No more than 100 words). (Hint: think about visualisation here, i.e., produce a graph that can help you compare the two sets of forecasts and forecast intervals). Q8. In the fourth and final individual assignment you will be expected to submit your code for all the assignments throughout the semester which should run without any errors. We will not be debugging code so if your code returns an error you will get zero marks for this part of the assignment. Use this question as preparation for that final submission and to get some feedback about good coding practices. We will only be briefly looking at your code and not running it in this instance. 
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