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    These medical data and expert decision are best represented as the fuzzy data set. The fuzzy decision trees treat fuzzy data and produce simple decision trees. In this project, we built an expert system that diagnoses disease using the random forest algorithm. The fuzzy decision trees are used to increase the accuracy of the diagnosis system. Thus we use Hybrid Fuzzy Decision tree in Random forest algorithm to identify the disease by analyzing the medical records of the patient in this paper. Keywords: Random Forest, Fuzzy Decision Trees, Health Care.

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