where is a global standard deviation parameter, controlling how large the parameters are in general, while the local standard deviation parameters control how big the parameter is allowed to be locally. The priors for and the are typically set to be independent. A lot of theoretical work just treats as fixed (or as otherwise less important than the local parameters), but this is wrong .
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