  We propose a novel framework to detect conflicts among IoT services in a
multi-resident smart home. A novel IoT conflict model is proposed considering
the functional and non-functional properties of IoT services. We design a
conflict ontology that formally represents different types of conflicts. A
hybrid conflict detection algorithm is proposed by combining both
knowledge-driven and data-driven approaches. Experimental results on real-world
datasets show the efficiency of the proposed approach.
