Business Problem Railroad industry monitors the railcar equipment per- formance on a daily basis through Integrated Rail- road Remote Information System (InteRRIS). There are hundreds of detectors distributed across North America that monitor wheel impact load (WILD) and truck hunting (THD). The objective was to identify faulty detectors that are producing high number of erroneous alerts in a timely fashion to enable the corrective action

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