... Archives . ... In order to understand a learning procedure statistically it is necessary to identify two important aspects: its structural model and its error model. ... Without verification, I saw too often times that simple Gaussian error models are almost always adopted in astronomy. ... Additional but small efforts of the statistically apprehensible quantification of astronomical structure models and associated errors would lead cornucopia of error models beyond simple Gaussian error model. ...