## Question

###### 5 a)Explain LOESS smoothing and how is it used get informationabout trends in a series?7.a. Talk about how smoothing methods are used in coming up with thestandard decomposition of a time series.b. Explain information is provided in a decompositionand what is the meaning of each aspect of the plotc. Explain how you can tell a decomposition is showing thebehavior of a series? Explain seasonality and sub graphs relativeto decomposition.

5 a)Explain LOESS smoothing and how is it used get information about trends in a series? 7. a. Talk about how smoothing methods are used in coming up with the standard decomposition of a time series. b. Explain information is provided in a decomposition and what is the meaning of each aspect of the plot c. Explain how you can tell a decomposition is showing the behavior of a series? Explain seasonality and sub graphs relative to decomposition.

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