### PCA and ICA: Identifying combinations of variables

**Dimension reduction and interpretability**

Suppose you have statistical data that too many dimensions, in other words too many variables of the same random process, that has been observed many times. You want to find out, from all these variables (or all these dimensions when speaking in terms of multivariate data ...