RuM: Declarative Process Mining, Distilled

被引:7
|
作者
Alman, Anti [1 ]
Di Ciccio, Claudio [2 ]
Maggi, Fabrizio Maria [3 ]
Montali, Marco [3 ]
van der Aa, Han [4 ]
机构
[1] Univ Tartu, Tartu, Estonia
[2] Sapienza Univ Rome, Rome, Italy
[3] Free Univ Bozen Bolzano, Bolzano, Italy
[4] Univ Mannheim, Mannheim, Germany
来源
关键词
Declare; Declarative process mining; Rule mining; Process discovery; Conformance checking; Process monitoring; Declarative modelling; MODELS;
D O I
10.1007/978-3-030-85469-0_3
中图分类号
F [经济];
学科分类号
02 ;
摘要
Flexibility is a key characteristic of numerous business process management domains. In these domains, the paths to fulfil process goals may not be fully predetermined, but can strongly depend on dynamic decisions made based on the current circumstances of a case. A common example is the adaptation of a standard treatment process to the needs of a specific patient. However, high flexibility does not mean chaos: certain key process rules still delimit the execution space, such as rules that prohibit the joint administration of certain drugs in a treatment, due to dangerous interactions. A renowned means to handle flexibility by design is the declarative approach, which aims to define processes through their core behavioural rules, thus leaving room for dynamic adaptation. This declarative approach to both process modelling and mining involves a paradigm shift in process thinking and, therefore, the support of novel concepts and tools. Complementing our tutorial with the same title, this paper provides a high-level introduction to declarative process mining, including its operationalisation through the RuM toolkit, key conceptual considerations, and an outlook for the future.
引用
收藏
页码:23 / 29
页数:7
相关论文
共 50 条
  • [1] Declarative Process Mining for Software Processes: The RuM Toolkit and the Declare4Py Python']Python Library
    Alman, Anti
    Donadello, Ivan
    Maggi, Fabrizio Maria
    Montali, Marco
    [J]. PRODUCT-FOCUSED SOFTWARE PROCESS IMPROVEMENT, PROFES 2023, PT II, 2024, 14484 : 13 - 19
  • [2] Probabilistic Declarative Process Mining
    Bellodi, Elena
    Riguzzi, Fabrizio
    Lamma, Evelina
    [J]. KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, 2010, 6291 : 292 - 303
  • [3] Declarative process mining in healthcare
    Rovani, Marcella
    Maggi, Fabrizio M.
    de Leoni, Massimiliano
    van der Aalst, Wil M. P.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (23) : 9236 - 9251
  • [4] Probabilistic declarative process mining
    Alman, Anti
    Maggi, Fabrizio Maria
    Montali, Marco
    Penaloza, Rafael
    [J]. INFORMATION SYSTEMS, 2022, 109
  • [5] Incremental Declarative Process Mining with WoMan
    Ferilli, Stefano
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON EVOLVING AND ADAPTIVE INTELLIGENT SYSTEMS (EAIS), 2020,
  • [6] Semantical Vacuity Detection in Declarative Process Mining
    Maria Maggi, Fabrizio
    Montali, Marco
    Di Ciccio, Claudio
    Mendling, Jan
    [J]. BUSINESS PROCESS MANAGEMENT, BPM 2016, 2016, 9850 : 158 - 175
  • [7] ASP-Based Declarative Process Mining
    Chiariello, Francesco
    Maggi, Fabrizio Maria
    Patrizi, Fabio
    [J]. THIRTY-SIXTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FOURTH CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE / THE TWELVETH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2022, : 5539 - 5547
  • [8] Efficient and Customisable Declarative Process Mining with SQL
    Schonig, Stefan
    Rogge-Solti, Andreas
    Cabanillas, Cristina
    Jablonski, Stefan
    Mendling, Jan
    [J]. ADVANCED INFORMATION SYSTEMS ENGINEERING (CAISE 2016), 2016, 9694 : 290 - 305
  • [9] Data-Aware Declarative Process Mining with SAT
    Maggi, Fabrizio Maria
    Marrella, Andrea
    Patrizi, Fabio
    Skydanienko, Vasyl
    [J]. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2023, 14 (04)
  • [10] Towards an Empirical Evaluation of Imperative and Declarative Process Mining
    Back, Christoffer Olling
    Debois, Soren
    Slaats, Tijs
    [J]. ADVANCES IN CONCEPTUAL MODELING, ER 2018, 2019, 11158 : 191 - 198