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Health Monitoring System Based on Parallel-APPROX SVMunits (ICU). We propose a new HMS based on a new classification method consisting of the parallel-Approx support vector machines (PASVM). The main aim of the new HMS denoted by PASVM-MS is to considerably reduce the rate of false alarms and to make a fast prediction in each new state of the patient.