Community Policing operates in an interconnected world and as such could benefit from the latest technological advances such as computational or artificial intelligence. In this chapter, we describe a new method for applying computational intelligence to Community Policing and forensic investigation based on heterogeneous data. To illustrate the proposed method, we apply it to the well-known VAST Challenge 2014. Experimental results show how the proposed method can reduce the process of investigation in finding anomalies in heterogeneous data. The integration of data with the proposed method can simplify the tedious and time consuming job of processing huge amount of data and assist the human expert in making decision and analysis.