“…Multiple attribute decision making (MADM) refers to making choice of the best alternative from among a finite set of decision alternatives in terms of multiple usually conflicting attributes (or called criteria) (Liu 2009a(Liu , 2009bZhang, Liu 2010a, 2010bLiu, Su 2010;Liu, Zhang 2010Liu et al 2011aLiu et al , 2011bLiu, Wang 2011;Merigó, Gil-Lafuente 2009Merigó, Casanovas 2009Merigó 2010;Tan, Chen 2010;Wang 2009aWang , 2009bWang , 2010Wei 2008Wei , 2009aWei -b, 2010aWei et al 2010aWei et al , 2010bXu 2004aXu -c, 2005aXu -c, 2006aXu -d, 2007aXu -c, 2009bYe 2009aYe , 2009b. However, under many conditions, for the real multiple attribute decision making problems, the decision information about alternatives is usually uncertain or fuzzy due to the increasing complexity of the socio-economic environment and the vagueness of inherent subjective nature of human think, thus, numerical values are inadequate or insufficient to model real-life decision problems.…”