An automated real-time fraud monitoring and detection system for detecting unusual and/or suspicious activities within a network of nodes interconnected by edges triggered by captured synthetic forms of social data, in particular social networking and/or linkage and/or relationship data and social metadata including at least data from microblogging services and/or social networking services by pattern recognition and matching.