An approach for providing hierarchical pattern recognition of communication network data is described. A network security brain platform may process communication network data associated with one or more levels of communication network hierarchies. The network security brain platform may further determine a network information pattern of the communication network data based on one or more network information pattern models. The network security brain platform may also identify a network service issue based on the determined network information pattern. The network information pattern may include a network security pattern.