DecoMine: A Compilation-Based Graph Pattern Mining System with Pattern Decomposition

Graph pattern mining (GPM) is an important application that identifies structures from graphs. Despite the recent progress, the performance gap between the state-of-the-art GPM systems and an efficient algorithm—pattern decomposition—is still at least an order of magnitude. This paper clears the fundamental obstacles of adopting pattern decomposition to a GPM system.