Master in Artiļ¬cial Intelligence (UPC-URV-UB) Master of Science Thesis Scalable decentralized supply chain formation through binarized belief propagation Toni Penya-Alba tonipenya@iiia.csic.es Advisors: Jesus Cerquides and Juan Antonio Rodriguez-Aguilar January 16, 2012