Abstract
One great challenge of big data research is to efficiently and accurately identify the inherent complex network structure. We will discuss possible approaches to reconstruct Boolean networks. Specifically, we will prove that O(log n) state transition pairs are sufficient and necessary to reconstruct the time delay Boolean network of n nodes with high accuracy if the number of inputs to each node is bounded. Future developments of methodologies and computation systems for big data researches will be also discussed.