Process mining usage in cybersecurity and software reliability analysis: A systematic literature review

Array, vol. 13, pp. 100120

Abstract

The digitalization of our society is only possible in the presence of secure and reliable software systems governing ongoing critical processes, so-called critical information infrastructures. The understanding of mutual interdependencies of events and processes is crucial for cybersecurity and software reliability. One of the promising ways to tackle these challenges is process mining, which is a set of techniques that aims to mine essential knowledge from processes, thus providing more perspectives and temporal context to data interpretation and process understanding. However, it is unclear how process mining can help and can be practically used in the context of cybersecurity and reliability. Therefore, in this work, we investigate the potential of process mining to aid in cybersecurity and software reliability to analyze and support research efforts in these areas. Concretely, we collect existing process mining applications, discuss current trends and promising research directions that can be used to tackle the current cybersecurity and software reliability challenges. To this end, we conduct a systematic literature review covering 35 relevant research approaches to examine how the process mining is currently used for these tasks and what are the research gaps and promising research directions in the area. This work is an extension of our previous work, which focused solely on the cybersecurity area, based on the observation of relative closeness and similar goals of those two fields, in which some approaches tend to overlap.

Authors 4

1. Martin Macák corresponding

   Masaryk University

   Affiliation as printed

   Faculty of Informatics, Masaryk University, Botanická 68a, 602 00 Brno, Czechia

2. Lukáš Daubner

   Masaryk University

   Affiliation as printed

   Faculty of Informatics, Masaryk University, Botanická 68a, 602 00 Brno, Czechia

3. Mohammadreza Fani Sani Aachen Process and Data Science Chair

   RWTH Aachen University

   Affiliation as printed

   Process and Data Science Chair, RWTH-Aachen University, Aachen, Germany

4. Barbora Bühnová

   Masaryk University

   Affiliation as printed

   Faculty of Informatics, Masaryk University, Botanická 68a, 602 00 Brno, Czechia