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- Machine Learning Algorithms at Myocardial Perfusion Imaging - a Preliminary StudyPublication . Vieira, Domingos; Silva, Emanuel; Machado, Maria; Cunha, Lídia; Metello, Luís F.A major focus of data mining process - especially machine learning researches - is to automatically learn to recognize complex patterns and help to take the adequate decisions strictly based on the acquired data. Since imaging techniques like MPI – Myocardial Perfusion Imaging on Nuclear Cardiology, can implicate a huge part of the daily workflow and generate gigabytes of data, there could be advantages on Computerized Analysis of data over Human Analysis: shorter time, homogeneity and consistency, automatic recording of analysis results, relatively inexpensive, etc.