I have seen, before using ARIMA model, we need to convert our data into stationary model. However, the same is not true for different model like - Naive, Moving, Simple Exponential, Holt’s method. Please help me in the following questions.
- Why do we need to make our data stationary only in ARIMA?
- What are the different ways to make our data stationary?