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There emerges an increasing need to mine and analyze the health data from smart home medical systems and community medical organizations. Regarding to the influence of irrelevant attributes, in this study, an improved C4.5 decision tree method based on RELIEFF attribute weighting techniques is proposed for medical diagnosis. This method includes two steps: the first step is to delete the irrelevant...
In this paper, we consider a mobile advertising recommendation system using item-based Top-N recommendation algorithm based on Hadoop framework and then propose a solution based on the Hadoop framework to build a distributed recommendation system. We also introduce advertising server into the system. Seller will pay for their advertising when it is clicked by users, so that this platform can make...
This paper proposes an optimal power flow (OPF) algorithm based on quadratic modeling and incremental loading of the network. The proposed OPF algorithm is robust and highly efficient for large-scale power systems. Robustness is achieved by the design of the algorithm to operate on infeasible but optimal points and move towards the feasible and optimal operating point. Efficiency is achieved by (a)...
Concept lattice, the core data structure of formal context, has high time complexity when it is constructed. This problem has disturbed the further application of concept lattice in data mining. A union method is developed in this paper, which first vertically divide the formal context into distributed stations, construct concept sub-lattices independently, then union them together. The validity and...
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