Description

This exctension implements HypGraphs modeling and analysis approach proposed by Atzmueller et al. (2016) to compare two transition matrices. It can be used to discern if two patterns of sequences have a similar structure or not.
With that it can be used to detect anomalies on sequential data.

The extension includes two operators:

Attribute to Transition Matrixto transform an attribute of events into a transition matrix

HypGraphsto calculate the evidence score that two transition matrices are similar

Literature
Atzmueller et al. (2016): Atzmueller, Martin; Schmidt, Andreas; Kloepper, Benjamin and Arnu, David (2016) HypGraphs: An Approach for Modeling and Comparing Graph-Based and Sequential Hypotheses. Proc. ECML-PKDD Workshop on New Frontiers in Mining Complex Patterns (NFMCP), Riva del Garda, Italy, 2016

Singer et al. (2015): Singer, Phillip; Helic, Denis; Hotho Andreas and Strohmaier Markus (2015) HypTrails: A Bayesian Approach for Comparing Hypotheses About Human Trails on the Web, Proc. International World Wide Web Conference, Florence, Italy, 2015