Many industrial sectors have been collecting big sensor data. With recent technologies for processing data, companies can exploit this automatic failure detection and prevention. We propose the first completely automated method analysis, machine-learning fault trees from raw observational data with continuous variables. Our scales well is tested on a real-world, five-year dataset of domestic he...