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The methodology of multi-label classification is experimentally evaluated in the context of a chemical process where the occurrence of multiple faults is a plausible scenario. As a benchmark, the Tennessee Eastman simulator is used. Modifications to the source code of this system were made in order to permit the simultaneous existence of different faulty machine states. In this work, the method of...