with the purpose to direct ad revenue away from the original
developers and to the persons who repackaged the applications
and study the prevalence and implications of this kind of ad
fraud. Our main concern in this paper is not ad fraud but the
propagation of malicious content through advertisements and
web links embedded in applications.