Conclusion
If we have real-valued observations, the errors can be distributed either in normal or in
Laplace. Let is take gene expression data as an example. A distribution of gene expression
errors tends to be in Laplace form. Better yet, if the distribution is a bit asymmetric, there
is an Asymmetric Laplace to allow for this asymmetry.