Which of the following is correct regarding the analysis of four components of time series analysis?
- AThe additive model is used when all the four components of the time series analysis are independent of each other.
- BThe multiplication model is used when all the four components of the time series analysis are independent of each other.
- CThe multiplication model is used when all the four components of the time series analysis are dependent of each other.
- DNone
Solution & Step-by-step Explanation
In Time Series analysis, there are two primary models to represent the components (Trend , Seasonal , Cyclical , and Irregular ):Additive Model: . This model is used when the four components are assumed to be independent of each other.Multiplicative Model: . This model is used when the components are considered dependent on each other.Based on the options, Option A correctly describes the condition for the additive model.