Process Mining Usage in Cybersecurity and Software Reliability
Analysis: A Systematic Literature Review

J 2022

Process Mining Usage in Cybersecurity and Software Reliability Analysis: A Systematic Literature Review

MACÁK, Martin, Lukáš DAUBNER, Mohammadreza FANI SANI a Barbora BÜHNOVÁ

Základní údaje

Originální název

Process Mining Usage in Cybersecurity and Software Reliability Analysis: A Systematic Literature Review

Autoři

MACÁK, Martin (703 Slovensko, garant, domácí), Lukáš DAUBNER (203 Česká republika, domácí), Mohammadreza FANI SANI a Barbora BÜHNOVÁ (203 Česká republika, domácí)

Vydání

Array, Elsevier Inc. 2022, 2590-0056

Další údaje

Jazyk

angličtina

Typ výsledku

Článek v odborném periodiku

Obor

10200 1.2 Computer and information sciences

Stát vydavatele

Nizozemské království

Utajení

není předmětem státního či obchodního tajemství

Odkazy

URL

Kód RIV

RIV/00216224:14330/22:00125085

Organizační jednotka

Fakulta informatiky

DOI

http://dx.doi.org/10.1016/j.array.2021.100120

UT WoS

001161069100008

Klíčová slova anglicky

Process mining; Cybersecurity; Software reliability; Systematic literature review

Příznaky

Mezinárodní význam, Recenzováno

Změněno: 14. 5. 2024 12:43, RNDr. Pavel Šmerk, Ph.D.

Anotace

V originále

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.

Návaznosti

CZ.02.1.01/0.0/0.0/16_019/0000822, interní kód MU
(Kód CEP: EF16_019/0000822)

Název: Centrum excelence pro kyberkriminalitu, kyberbezpečnost a ochranu kritických informačních infrastruktur (Akronym: C4e)

Investor: Ministerstvo školství, mládeže a tělovýchovy ČR, Centrum excelence pro kyberkriminalitu, kyberbezpečnost a ochranu kritických informačních infrastruktur, PO 1 Posilování kapacit pro kvalitní výzkum

EF16_019/0000822, projekt VaV

Název: Centrum excelence pro kyberkriminalitu, kyberbezpečnost a ochranu kritických informačních infrastruktur

Citovat

MACÁK, Martin, Lukáš DAUBNER, Mohammadreza FANI SANI a Barbora BÜHNOVÁ. Process Mining Usage in Cybersecurity and Software Reliability Analysis: A Systematic Literature Review. Array. Elsevier Inc., 2022, roč. 13, č. 1, s. 1-14. ISSN 2590-0056. Dostupné z: https://dx.doi.org/10.1016/j.array.2021.100120.

@article{1808354,
   author = {Macák, Martin and Daubner, Lukáš and Fani Sani, Mohammadreza and Bühnová, Barbora},
   article_number = {1},
   doi = {http://dx.doi.org/10.1016/j.array.2021.100120},
   keywords = {Process mining; Cybersecurity; Software reliability; Systematic literature review},
   language = {eng},
   issn = {2590-0056},
   journal = {Array},
   title = {Process Mining Usage in Cybersecurity and Software Reliability Analysis: A Systematic Literature Review},
   url = {https://www.sciencedirect.com/science/article/pii/S2590005621000576},
   volume = {13},
   year = {2022}
}

TY  - JOUR
ID  - 1808354
AU  - Macák, Martin - Daubner, Lukáš - Fani Sani, Mohammadreza - Bühnová, Barbora
PY  - 2022
TI  - Process Mining Usage in Cybersecurity and Software Reliability Analysis: A Systematic Literature Review
JF  - Array
VL  - 13
IS  - 1
SP  - 1-14
EP  - 1-14
PB  - Elsevier Inc.
SN  - 25900056
KW  - Process mining
KW  - Cybersecurity
KW  - Software reliability
KW  - Systematic literature review
UR  - https://www.sciencedirect.com/science/article/pii/S2590005621000576
N2  - 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.
ER  -

MACÁK, Martin, Lukáš DAUBNER, Mohammadreza FANI SANI a Barbora BÜHNOVÁ. Process Mining Usage in Cybersecurity and Software Reliability Analysis: A Systematic Literature Review. \textit{Array}. Elsevier Inc., 2022, roč.~13, č.~1, s.~1-14. ISSN~2590-0056. Dostupné z: https://dx.doi.org/10.1016/j.array.2021.100120.

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