Model-Based Diagnosis with Probabilistic Models

The literature on stochastic methods for diagnosis is extensive, covering domains such as medicine [59], process control [10], and electronics [12]. The use of uncertainty in modeling and inference arises due to several factors, including model uncertainty, measurement noise, external disturbance, and stochastic outcomes.