Exploiting Inductive Logic Programming Techniques for Declarative Process Mining View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2009

AUTHORS

Federico Chesani , Evelina Lamma , Paola Mello , Marco Montali , Fabrizio Riguzzi , Sergio Storari

ABSTRACT

In the last few years, there has been a growing interest in the adoption of declarative paradigms for modeling and verifying process models. These paradigms provide an abstract and human understandable way of specifying constraints that must hold among activities executions rather than focusing on a specific procedural solution. Mining such declarative descriptions is still an open challenge. In this paper, we present a logic-based approach for tackling this problem. It relies on Inductive Logic Programming techniques and, in particular, on a modified version of the Inductive Constraint Logic algorithm. We investigate how, by properly tuning the learning algorithm, the approach can be adopted to mine models expressed in the ConDec notation, a graphical language for the declarative specification of business processes. Then, we sketch how such a mining framework has been concretely implemented as a ProM plug-in called DecMiner. We finally discuss the effectiveness of the approach by means of an example which shows the ability of the language to model concurrent activities and of DecMiner to learn such a model. More... »

PAGES

278-295

References to SciGraph publications

  • 2004. Multi-phase Process Mining: Building Instance Graphs in CONCEPTUAL MODELING – ER 2004
  • 2006. A Declarative Approach for Flexible Business Processes Management in BUSINESS PROCESS MANAGEMENT WORKSHOPS
  • 1995. Inductive constraint logic in ALGORITHMIC LEARNING THEORY
  • 2009. Construction of Process Models from Example Runs in TRANSACTIONS ON PETRI NETS AND OTHER MODELS OF CONCURRENCY II
  • 2005. The ProM Framework: A New Era in Process Mining Tool Support in APPLICATIONS AND THEORY OF PETRI NETS 2005
  • 2008. Applying Inductive Logic Programming to Process Mining in INDUCTIVE LOGIC PROGRAMMING
  • 2009. Process Mining: Overview and Outlook of Petri Net Discovery Algorithms in TRANSACTIONS ON PETRI NETS AND OTHER MODELS OF CONCURRENCY II
  • 2007. Inducing Declarative Logic-Based Models from Labeled Traces in BUSINESS PROCESS MANAGEMENT
  • 2009. Checking Compliance of Execution Traces to Business Rules in BUSINESS PROCESS MANAGEMENT WORKSHOPS
  • 1978. Negation as Failure in LOGIC AND DATA BASES
  • 2009. Online Interaction Analysis Framework for Ad-Hoc Collaborative Processes in SOA-Based Environments in TRANSACTIONS ON PETRI NETS AND OTHER MODELS OF CONCURRENCY II
  • 1998. Mining process models from workflow logs in ADVANCES IN DATABASE TECHNOLOGY — EDBT'98
  • Book

    TITLE

    Transactions on Petri Nets and Other Models of Concurrency II

    ISBN

    978-3-642-00898-6
    978-3-642-00899-3

    Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1007/978-3-642-00899-3_16

    DOI

    http://dx.doi.org/10.1007/978-3-642-00899-3_16

    DIMENSIONS

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