Association Rule Learning - Are association rules unsupervised learning?

Indeed, association rules are a part of unsupervised learning, where the system learns from unlabeled training data (i.e., without a human teacher's interaction). Applications such as Web Usage Mining, Intrusion Detection, and Market Basket Analysis use Association Rule Learning.