Securing assets in the digital realm has become a challenge as there has been an exponential increment in the companies relying on the next generation technologies such as cloud computing. With the evolution of utility computing and Service Oriented Architecture as well as convergence of virtualization and web services into the notion of cloud computing, the attacks on these systems are indeed becoming more intricate and perplexing. Most inherently susceptible to the attack is Infrastructure as a Service (IaaS). This paper presents a technique of reinforcing the security of virtual machines whilst reducing the instances of false positives.