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Over the past decade, network analysis has attracted substantial interest because of its potential to solve many real-world problems. This paper lays the conceptual foundation for an application in aviation, through focusing on the discovery of patterns in multigraphs (graphs in which multiple edges can be present between vertices). Our main contributions are twofold. Firstly, we propose a novel subjective interestingness measure for patterns in both undirected and directed multigraphs. Thoughdoi:10.1007/s10994-020-05873-9 fatcat:26z3svzlubbi7igrs5vryoe3xa