Local Algorithms Local PushFlow Algorithms for approximating both PPR and CPR vectors (ACL07,ABCHMT08) Theoretical Guarantees in approximation: – Running time: [ACL07] – O(k) Push Operations to compute top PPR or CPR values [ABCHMT08] Simple Pregel or Mapreduce Implementation