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Execution of Multi-Perspective Declarative Process Models Using Complex Event Processing

Niklas Ruhkamp, Stefan Schönig
2021 Business Information Systems  
The presented paper integrates both domains by proposing an execution approach for multi-perspective declarative process process models completely based on CEP.  ...  Complex Event Processing (CEP) comprises a set of techniques for making sense of the behavior of a monitored system by deriving higher level knowledge from lower level system events.  ...  Execution of MP-Declare Models using CEP This chapter explains how multi-perspective declarative MP-Declare models can be executed on top of a CEP-engine.  ... 
doi:10.52825/bis.v1i.51 fatcat:fpxnt5i2dvhq3csx2uyisebupu

Data Science Methods for Declarative Process Mining

Nico Grohmann, Gottfried Vossen
2021 Entwicklungsmethoden für Informationssysteme und deren Anwendung: Fachtagung  
Several tools and approaches allow the generation of declarative process models (most commonly in form of the DECLARE language) from event data.  ...  Also, declarative approaches for process modeling and mining which are especially suitable for complex and loosely-structured processes have become of interest in research in the last years.  ...  corresponding to the multi-perspective extension of DECLARE.  ... 
dblp:conf/emisa/GrohmannV21 fatcat:borlki22uvf2zm23fnuceefv7q

The DPIL Framework: Tool Support for Agile and Resource-Aware Business Processes

Stefan Schönig, Michael Zeising
2015 International Conference on Business Process Management  
The Declarative Process Intermediate Language (DPIL) is a declarative process modelling language that allows for specifying multiperspective and multi-modal agile, i.e., flexible, processes.  ...  While the DPIL Modeller component is used to create and verify models, the DPIL Navigator depicts a rule-based execution engine for enacting models.  ...  Unlike other declarative languages it is multi-perspective, i.e., it allows for representing several business process perspectives, namely, control flow, data and especially resources.  ... 
dblp:conf/bpm/SchonigZ15 fatcat:ulkdpfirbfat5bbc73osgdccmi

Language-independent look-ahead for checking multi-perspective declarative process models

Martin Käppel, Lars Ackermann, Stefan Schönig, Stefan Jablonski
2021 Journal of Software and Systems Modeling  
When executing such declarative (multi-perspective) process models, it may happen that the execution of activities or the change of data values may result in the non-executability of crucial activities  ...  While execution engines for single-perspective imperative process models already implement such functionality, execution approaches, for multi-perspective declarative process models that involve constraints  ...  Execution of multi-perspective declarative process models There are a few approaches for the execution of multiperspective declarative process models.  ... 
doi:10.1007/s10270-020-00857-8 fatcat:p6lelhtbdnfenpdobxe3sr53tm

Conformance checking

Sebastian Dunzer, Matthias Stierle, Martin Matzner, Stephan Baier
2019 Proceedings of the 11th International Conference on Subject-Oriented Business Process Management - S-BPM ONE '19  
For instance, process miners use declarative process modelling languages often, but applications in conformance checking are rare.  ...  Conformance checking is a set of process mining functions that compare process instances with a given process model.  ...  Furthermore, an approach to create multi-perspective alignments with BPMN process models uses causal nets enhanced with data [18] .  ... 
doi:10.1145/3329007.3329014 dblp:conf/s-bpm-one/DunzerSMB19 fatcat:cyfmzukjefa4fjyp5bdmxwalya

Language-centric Approaches for Improving Business Process Model Acceptance

Lars Ackermann
2018 International Conference on Business Process Management  
., the comprehensibility of a model in case that a stakeholder is unfamiliar with the modeling language and to its compatibility with "foreign-language" process execution systems.  ...  Business process modeling is a crucial task in business process management. The plethora of process modeling languages available offers flexibility but often leads to language barriers, too.  ...  These thresholds are used to compensate undesired noise in event logs of real-world process executions.  ... 
dblp:conf/bpm/Ackermann18 fatcat:cpc2rewjwjaynbwk56zng2ko6u

Conformance checking based on multi-perspective declarative process models

Andrea Burattin, Fabrizio M. Maggi, Alessandro Sperduti
2016 Expert systems with applications  
In this paper, we close this gap by providing a framework for conformance checking based on MP-Declare, a multi-perspective version of the declarative process modeling language Declare.  ...  One of the open challenges in the context of conformance checking with declarative models is the capability of supporting multi-perspective specifications.  ...  The graph at the bottom reports the execution times using real multi-perspective models (with conditions on time and data).  ... 
doi:10.1016/j.eswa.2016.08.040 fatcat:7b2ma5f4lvabva3tikdva6323u

Distributed Multi-Perspective Declare Discovery

Christian Sturm, Stefan Schönig, Claudio Di Ciccio
2017 International Conference on Business Process Management  
In this paper, we present a fast distributed approach and software prototype to discover multi-perspective declarative models out of event logs, based upon parallel computing.  ...  Declarative process models define the behaviour of processes by means of constraints exerted over their activities.  ...  Declarative process discovery in particular returns declarative models, i.e., sets of constraints defining the conditions under which activities can or cannot be executed.  ... 
dblp:conf/bpm/SturmSC17 fatcat:75rnr6gr4rb4plhnlwsdymoobi

Mining the Organisational Perspective in Agile Business Processes [chapter]

Stefan Schönig, Cristina Cabanillas, Stefan Jablonski, Jan Mendling
2015 Lecture Notes in Business Information Processing  
Although there are several mining techniques to discover such declarative process models from event logs, they put less emphasis on the organisational perspective, which specifies how resources are involved  ...  Declarative, i.e., rule-based, process models are wellsuited for modelling these processes.  ...  Process Models In this section, we describe our approach to automatically discover resourceaware, multi-modal, declarative process models from event logs.  ... 
doi:10.1007/978-3-319-19237-6_3 fatcat:kigmae2xwveireynqj6ha2jyya

Correlating Activation and Target Conditions in Data-Aware Declarative Process Discovery [chapter]

Volodymyr Leno, Marlon Dumas, Fabrizio Maria Maggi
2018 Lecture Notes in Computer Science  
In this paper, we present an approach for the automated discovery of multi-perspective declarative process models able to discover conditions involving arbitrary (categorical or numeric) data attributes  ...  However, when confronted to complex event logs, automatically discovered process models can become too complex to be practically usable.  ...  Multi-Perspective Declare In this section, we illustrate a multi-perspective version of Declare (MP-Declare) introduced in [5] .  ... 
doi:10.1007/978-3-319-98648-7_11 fatcat:shjzcldslzbwdkum564nu3favi

Improving Collaborative Business Process Execution by Traceability and Expressiveness

Michael Zeising, Stefan Schönig, Stefan Jablonski
2012 Proceedings of the 8th IEEE International Conference on Collaborative Computing: Networking, Applications and Worksharing  
The declarative modeling approach promises to be a suitable means for the description of rather unforeseen and less rigid business processes.  ...  However, today's approaches for the execution of such declarative processes lack certain essential capabilities.  ...  As mentioned above, the declarative execution engine is part of the modular multi-paradigm platform AI4 Process Navigation.  ... 
doi:10.4108/icst.collaboratecom.2012.250345 dblp:conf/colcom/ZeisingSJ12 fatcat:cbakdvacvrdohi2q6h2oy5efvm

Full Support for Efficiently Mining Multi-Perspective Declarative Constraints from Process Logs

Christian Sturm, Myriel Fichtner, Stefan Schönig
2019 Information  
State-of-the-art mining tools do not support multi-perspective declarative models at this moment.  ...  It has been shown that the performance of process mining algorithms, particularly when considering the multi-perspective declarative process models, are not satisfactory.  ...  Multi-Perspective, Declarative Process Modelling Declarative process models are strong in representing the behaviour of flexible business processes.  ... 
doi:10.3390/info10010029 fatcat:bt4u7cpffzflhlnws4z6h44mhq

A MapReduce Approach for Mining Multi-Perspective Declarative Process Models

Christian Sturm, Stefan Schönig, Stefan Jablonski
2018 Proceedings of the 20th International Conference on Enterprise Information Systems  
In this paper, we propose an efficient mining framework for discovering multi-perspective declarative models that builds upon the distributed processing method MapReduce.  ...  Automated process discovery aims at generating a process model from an event log.  ...  Automated process discovery aims at generating a process model from an event log consisting of traces, such that each trace corresponds to one execution of the process.  ... 
doi:10.5220/0006710305850595 dblp:conf/iceis/0002SJ18 fatcat:qeirkulemfgifptivhpujdej5e

Go4Flex: Goal-Oriented Process Modelling [chapter]

Lars Braubach, Alexander Pokahr, Kai Jander, Winfried Lamersdorf, Birgit Burmeister
2010 Studies in Computational Intelligence  
This is especially apparent in the way processes are modelled and described on the IT-side using state of the art modelling approaches like BPMN.  ...  In this paper we argue that an important reason for this gap is the strong focus of IT on the behaviour and execution perspective of workflows while more abstract and higher-level process properties are  ...  Go4Flex Approach The Go4Flex project aims at providing advanced conceptual and software technical means for modelling and executing complex business processes.  ... 
doi:10.1007/978-3-642-15211-5_9 fatcat:yyxizggbt5ebvn2zbkyus4qhpu

Using Model Checking to Identify Customers Purchasing Behaviour in an E-Commerce

Sergio Hernández, Pedro Álvarez, Javier Fabra, Joaquín Ezpeleta
2017 Applications and Theory of Petri Nets  
In this paper the use of a declarative approach based on Linear Temporal Logic and model checking is explored for the analysis of a real e-commerce website.  ...  Process mining techniques can be used to analyse e-commerce web logs with such purpose.  ...  The authors of this paper want to specially thank the Up&Scrap team for their collaboration, for providing the data used in this study and for giving feedback on the results.  ... 
dblp:conf/apn/HernandezAFE17 fatcat:h43wvi3i5vfltl2mu4nkvvz3xe
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