Time series Decomposition. Farideh Dehkordi-Vakil. Introduction. One approach to the analysis of time series data is based on smoothing past data in order to separate the underlying pattern in the data series from randomness.
Data = Pattern + Error
= f (trend-cycle, Seasonality , error)
Deseasonalized data = Raw data/Seasonal Index
data = pattern + Error