Ecommerce web sites are increasingly introducing personalized features in order to build and retain relationships with customers and increase the number of purchases made by each customer. While survey data, (Personalization Consortium, 2000; Personalization Consortium, 2001), user studies (Karat, et al, 2003), and experience (Manber, 2000) indicate that many individuals appreciate personalizat...