Extracting Event Logs for Process Mining from Data Stored on the Blockchain

被引:24
|
作者
Muehlberger, Roman [1 ]
Bachhofner, Stefan [1 ]
Di Ciccio, Claudio [1 ]
Garcia-Banuelos, Luciano [2 ,3 ]
Lopez-Pintado, Orlenys [2 ]
机构
[1] Vienna Univ Econ & Business, Vienna, Austria
[2] Univ Tartu, Tartu, Estonia
[3] Tecnol Monterrey, Monterrey, Mexico
关键词
Ethereum; Process discovery; Process monitoring; Process conformance;
D O I
10.1007/978-3-030-37453-2_55
中图分类号
F [经济];
学科分类号
02 ;
摘要
The integration of business process management with blockchains across organisational borders provides a means to establish transparency of execution and auditing capabilities. To enable process analytics, though, non-trivial extraction and transformation tasks are necessary on the raw data stored in the ledger. In this paper, we describe our approach to retrieve process data from an Ethereum blockchain ledger and subsequently convert those data into an event log formatted according to the IEEE Extensible Event Stream (XES) standard. We show a proof-of-concept software artefact and its application on a data set produced by the smart contracts of a process execution engine stored on the public Ethereum blockchain network.
引用
收藏
页码:690 / 703
页数:14
相关论文
共 50 条
  • [1] Mining Blockchain Processes: Extracting Process Mining Data from Blockchain Applications
    Klinkmueller, Christopher
    Ponomarev, Alexander
    An Binh Tran
    Weber, Ingo
    van der Aalst, Wil
    BUSINESS PROCESS MANAGEMENT: BLOCKCHAIN AND CENTRAL AND EASTERN EUROPE FORUM, 2019, 361 : 71 - 86
  • [2] Extracting Artifact-Centric Event Logs From Blockchain Applications
    M'Baba, Leyla Moctar
    Assy, Nour
    Sellami, Mohamed
    Gaaloul, Walid
    Nanne, Mohamedade Farouk
    2022 IEEE INTERNATIONAL CONFERENCE ON SERVICES COMPUTING (IEEE SCC 2022), 2022, : 274 - 283
  • [3] Mining Process Performance from Event Logs
    Adriansyah, Arya
    Buijs, Joos C. A. M.
    BUSINESS PROCESS MANAGEMENT WORKSHOPS (BPM), 2013, 132 : 217 - 218
  • [4] Extracting Object-Centric Event Logs to Support Process Mining on Databases
    Li, Guangming
    de Murillas, Eduardo Gonzalez Lopez
    de Carvalho, Renata Medeiros
    van der Aalst, Wil M. P.
    INFORMATION SYSTEMS IN THE BIG DATA ERA, 2018, 317 : 182 - 199
  • [5] Process Mining Event Logs from FLOSS Data: State of the Art and Perspectives
    Mukala, Patrick
    Cerone, Antonio
    Turini, Franco
    SOFTWARE ENGINEERING AND FORMAL METHODS, SEFM 2014, 2015, 8938 : 182 - 198
  • [6] Mining variable fragments from process event logs
    Asef Pourmasoumi
    Mohsen Kahani
    Ebrahim Bagheri
    Information Systems Frontiers, 2017, 19 : 1423 - 1443
  • [7] Process Mining of Event Logs from Horde Helpdesk
    Dolak, Radim
    Botlik, Josef
    SMART TECHNOLOGIES AND INNOVATION FOR A SUSTAINABLE FUTURE, 2019, : 303 - 309
  • [8] Mining Business Process Stages from Event Logs
    Hoang Nguyen
    Dumas, Marlon
    ter Hofstede, Arthur H. M.
    La Rosa, Marcello
    Maggi, Fabrizio Maria
    ADVANCED INFORMATION SYSTEMS ENGINEERING (CAISE 2017), 2017, 10253 : 577 - 594
  • [9] Mining variable fragments from process event logs
    Pourmasoumi, Asef
    Kahani, Mohsen
    Bagheri, Ebrahim
    INFORMATION SYSTEMS FRONTIERS, 2017, 19 (06) : 1423 - 1443
  • [10] Extracting useful knowledge from event logs: A frequent itemset mining approach
    Djenouri, Youcef
    Belhadi, Asma
    Fournier-Viger, Philippe
    KNOWLEDGE-BASED SYSTEMS, 2018, 139 : 132 - 148