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XML documents are now ubiquitous and their current applications are countless, from representing semi-structured documents to being the de facto standard for exchanging information. Viewed as partially-ordered trees, XML documents are amenable to efficient data mining techniques. In this paper, we describe how scalable algorithms can be used to mine frequent patterns from partially-ordered trees and...