Identifying product failure rate based on a conditional Bayesian network classifier

► CBN introduces the conditional independence relationships among attribute variables. ► CBN provides an effective approach to classify the failure rate rank of products. ► CBN increases the classification accuracy. ► CBN makes an acceptable balance between classifier complexity and performance.