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Context-awareness is the key element for building a smart home environment. The goal of a smart home is to predict the demand of home users and proactively provides the proper services by considering the user's context information. Several methods are used in context-aware system to provide services. Machine learning based approaches are capable to make better prediction and adaptation than others. In this paper, we present machine learning based context-aware system which can provide servicedoi:10.14257/ijsh.2015.9.11.07 fatcat:zt65civi6jgxrmcn3lq67zi4ny