Cross-channel marketing optimization requires allocating marketing investment for the biggest bang for the buck. In a world of isolated channels and passive media consumption, determining the return on investment for marketing dollars is relatively easy. However, in today’s cross-channel marketing environment, response attribution and budget allocation are more complex because of online marketing, channel interaction and active media choice empowered by mobile and Internet technology....