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However, the particular features of the patient records such as high-dimension, irregular, and imbalance nature of ICU data makes prediction challenging. Data mining is gaining an ever-increasing popularity in predicting mortality of ICU patients recently, a comprehensive literature review of the subject has yet to be carried out. This study presented a review of and classification scheme for the past research as well as latest progress and their limitations on application of data mining techniques for predicting ICU mortality. 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