“…Cotton fiber, as a raw and starting material, could impact its intermediate yarn production and quality. Since yarn manufacturing requires specific equipment and uses a large amount of cotton fibers, substantial research has been done to optimize the methods of predicting yarn properties, such as tenacity (strength), uniformity, hairiness, and elongation, from available properties of raw fibers (Cai et al, 2013;Faulkner et al, 2012;Frydrych, 1992;Long et al, 2013;Pan et al, 2001;Ramey et al, 1977;Thibodeaux et al, 2008;Üreyen & Kadoglu, 2006). In general, two approaches (theoretical vs. statistical) were explored in these studies.…”