I have a multivariate time-series dataset of water quality. Some variables have trend, others have not.I want to apply Dynamic Factor Analysis to this dataset to find a latent factor.
Question is, do I have to detrend/ deseason or transform dataset to stationary dataset before applying Dynamic Factor Analysis?
I attached here the chart of data
Thank you