. In a sense, conventional regression models are a special case of regression mixture models where only one class is assumed and aggregate regression function is concerned. However, it would be necessary to investigate this constraint that a set of common parameter estimates is sufficient to capture the population characteristics. Regression mixture models, on the other hand, places the regression structure in a much more flexible way.