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This research serves as a broad examination of the different threats and attacks against the IoT architecture. This research analyzes the different layers of the IoT architecture and the cyber attacks that threaten them each. Intrusion detection systems provide a means of protection against various attacks. Hence substantiating the proposal of a host-based signature type intrusion detection system utilizing the semi-Markov process for IoT devices in a smart home environment. The semi-Markov chain could potentially prove as an effective means to acutely identify behavioral anomalies associated with nodes within an IoT environment.more » « less