“…In traditional selection procedure, often some criteria such as cost, quality, and delivery play an important role in selection and evaluation decisions Chatain, 2011). Although in today's business climate, there are many other criteria that should be considered in order to make a successful supplier relationship (Mandal and Deskmukh, 1994;Talluri and Narasimhan, 2004;Dulmin and Mininno, 2003;Dowlatshahi, 2000;De Toni and Nassimbeni, 2001;Choy et al, 2002Choy et al, , 2003Chatain, 2011;Prajogo and Olhager, 2012;Graca et al, 2015), large numbers of possible suppliers with different capabilities make this procedure more complicated and a multi-criteria decision making (MCDM) problem .…”