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Sensors are a common way of collecting health data on any sophisticated machinery. Utilizing the real time machine sensor data in order to predict problems ahead in time to mitigate the risk associated with unplanned failures has been of great interest to statisticians and reliability engineers as there are direct cost saving benefits. In effort to reduce downtime and improve overall reliability of...