“…For details on ROC analysis see Section 4.1.2. Within the field of facial expression synthesis, a number of approaches have been reported in the literature over the past 10 years (Raouzaiou et al, 2002;Zhang et al, 2006;Wang & Ahuja, 2003;Choe & Ko, 2001;Gralewski, 2004;Ghent, 2005a;Ghent 2005b). The approach presented in this chapter combines the FACS, statistical shape and texture models, and machine learning techniques to provide a novel solution to this problem.…”