bool operator()()
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A cool perk of this approach is that it also works very well if for example your data has outliers. In this case, you can add a nuisance parameter gi∈[0,1]g_i \in [0,1]gi∈[0,1] for each data point which interpolates between our Gaussian likelihood and another Gaussian distribution with a much wider variance, modeling a background noise. This largely increases the number of unknown parameters, but in exchange every parameter is weighed and the model can easily identify outliers. In pymc, this would be done like this:
author = {Ng, David Noel},