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Close monitoring ICU patients is a necessity for health care providers. Prediction of mortality of ICU patients based on the monitored data is an active research area. If the probability of survival (or death) of a patient could be predicted early enough, proper and timely attention could be given to the patient, saving the patients life. Most of the existing work in this regard try to predict mortality...