“…The algorithms and benchmarking process have been performed using STATISTICA 12 (StatSoft Inc.) For more details concerning the above-mentioned ML techniques, see the papers (Gorunescu, 2011) for the competitive / collaborative systems; (Bishop, 1995) for neural networks fundamentals; (Breiman, 2001) for random forests ML algorithm; (Chu, 2019) for spline models; (De'ath, 2007) for boosted trees; (Denisko & Hoffman, 2018) for random forests; (Elith, Leathwick & Hastie, 2008) for regression trees; (Grant, Eltoukhy & Asfour, 2014) for neural networks; (Natekin & Knoll, 2013) for gradient boosting machines; (Przybylek, Jelinski & Cysewski, 2019) for committee decision; (Stoean & Stoean, 2014) for SVM; (Jammalamadaka, Qiu & Ning, 2019) for times series approach; (Chinthalapati, Mitra & Serguieva, 2019) for big data and noise.…”