“…Such approach often requires special prediction models (Pietraszek et al, 2014;Pietraszek et al, 2017a) with an uncertainty estimated by non-parametric methods (Pietraszek and Gadek-Moszczak, 2013;Gadek-Moszczak et al, 2015;Dwornicka et al, 2017;Pietraszek et al, 2017b). Strong support for this approach is offered by a design of experiments methodology (Montgomery, 2008) which is widely used from artificial neural networks (Pietraszek, 2003) through a biotechnology (Skrzypczak-Pietraszek et al, 2018a), a phytochemistry (Skrzypczak- Pietraszek and Pietraszek, 2009;Skrzypczak-Pietraszek et al, 2018b), a mechanics (Kozien, 2009;Goroshko et al 2014) up to a industry management (Ulewicz et al, 2013;Ulewicz, 2016;Kozien and Kozien, 2017;Maszke et al, 2018). Pietraszek, J., Jasiewicz, B., Sikorska, S., Wojnar, L., 2015. The bootstrap approach to the comparison of two methods applied to the evaluation of the growth index in the analysis of the digital X-ray image of a bone regenerate.…”