Lays out the theoretical groundwork for personalized search & reputation management, both on the Web & in peer-to-peer & social networks. This book develops scalable algorithms that exploit the graphlike properties underlying personalized search & reputation management, & delves into realistic scenarios regarding Web-scale data.