In practice, ANNs have been successfully applied in many disciplines, such as engineering, and economic predictions, and in medical diagnoses. There has been relatively little research into the application of ANNs in the field of animal breeding. This is quite paradoxical, as data analyses are usually carried out in this field, and ANNs have shown to be more powerful than classical statistical methods to carry out these kinds of analyses (Fernandez et al., 2006).