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A Data Science Approach for Predicting Soccer Passes Using Positional Data 26th

A Data Science Approach for Predicting Soccer Passes Using ...

引用

26th International Conference on Information Integration and Web Intelligence, iiWAS 2024

作者： Eigenrauch, Sebastian Bischofberger, Jonas Baca, Arnold Schikuta, Erich Research Group Workflow Systems and Technology Faculty of Computer Science University of Vienna Vienna Austria Centre for Sport Science and University Sports University of Vienna Vienna Austria

ISBN: (纸本)9783031780899

Data-driven approaches for evaluating tactical team behavior in soccer are nowadays a widespread method in sport analytics. The large amount of data collections enables experts to generate a deep tactical understanding and extract valuable measurements out of team-performances. However, these approaches are often limited in their comprehensibility and applicability for domain experts. Additionally, defensive behaviour in soccer is notoriously difficult to measure and has been receiving less attention in research and practice compared to measuring offensive performance. The motivation of this research is the design, implementation and validation of data science algorithms, that predict tactical motion of defending players after an occurring event of a pass, one of the most common events in soccer matches. The focus is the establishment and validation of different sets of rules, which simulate the movement behavior of the defending team, based on domain knowledge. The approach provides a high level of applicability for domain experts, in order to use and combine variable predefined rules for prediction, simulation and evaluation of different tactical approaches of defensive behavior. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

关键词： Data Science

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DigiEMine: Towards Leveraging Decision Mining and Context Data for Quality Control 28th

DigiEMine: Towards Leveraging Decision Mining and Context D...

引用

28th International Conference on Enterprise Design, Operations, and Computing, EDOC 2024

作者： Wais, Beate Rinderle-Ma, Stefanie Faculty of Computer Science Research Group Workflow Systems and Technology University of Vienna Vienna Austria UniVie Doctoral School Computer Science DoCS University of Vienna Vienna Austria TUM School of Computation Information and Technology Technical University of Munich Garching Germany

ISBN: (纸本)9783031783371

Quality control processes in manufacturing often still rely on manual tasks. Applying decision mining can support users by providing valuable insight into the process. This paper discusses the potential of integrating contextual information into decision mining to achieve accurate and meaningful decision rules in the context of a case study stemming from the manufacturing domain. To explore this, a new approach, DigiEMine, is presented, which addresses the gap between information extraction and practical decision mining applications by integrating information extracted from engineering drawings with time sequence data in the form of diameter measurements of workpieces. The discovery of relational decision rules is enabled, allowing for contextualization of the decision rules. The output of this approach is presented in both textual decision rules and visually on engineering drawings, empowering users to make informed quality control decisions. The case study includes three datasets originating from cylindrical workpiece production. Results demonstrate the feasibility of the approach and the ability to generate meaningful decision rules across the tested datasets. Its potential applicability extends beyond the presented case study, with conceivable scenarios in multiple domains, such as healthcare or logistics, where integrating context information, such as regulatory data, with time sequence data is required to provide additional context for decisions. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

关键词： Data quality

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Flexibility and Evolution in Process-Aware Information systems: All Problems Solved? 6

Flexibility and Evolution in Process-Aware Information Syste...

引用

6th International Workshop on Enterprise Modelling and Information systems Architectures, EMISA 2014

作者： Rinderle-Ma, Stefanie University of Vienna Faculty of Computer Science Research Group Workflow Systems and Technology Austria

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Definition and enactment of instance-spanning process constraints

Definition and enactment of instance-spanning process constr...

引用

13th International Conference on Web Information systems Engineering, WISE 2012

作者： Leitner, Maria Mangler, Juergen Rinderle-Ma, Stefanie University of Vienna Faculty of Computer Science Research Group Workflow Systems and Technology Austria

ISBN: (纸本)9783642350627

Currently, many approaches address the enforcement and monitoring of constraints over business processes. However, main focus has been put on constraint verification for intra-instance process constraints so far, i.e., constraints that affect single instances. Existing approaches addressing instance-spanning constraints only consider certain scenarios. In other words, a holistic approach considering intra-instance, inter-instance, and inter-process constraints is still missing. This paper aims at closing this gap. First of all, we show how the Identification and Unification of Process Constraints (IUPC) compliance framework enables the definition of instance-spanning process constraints in a flexible and generic way. Their enactment and enforcement is demonstrated within a prototypical implementation based on a service-oriented architecture. © 2012 Springer-Verlag.

关键词： Information services

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CPEE - Cloud process execution engine

CPEE - Cloud process execution engine

引用

BPM Demo Sessions 2014, BPMD 2014, Co-located with the 12th International Conference on Business Process Management, BPM 2014

作者： Mangler, Juergen Rinderle-Ma, Stefanie University of Vienna Faculty of Computer Science Research Group Workflow Systems and Technology Vienna Austria

Cloud-Enabled BPM Platforms are becoming important corner-stones in allowing IT leaders to extend their cloud strategy to cover business processes and their execution. While the hopes are high, software providers approach the hype with rather traditional tools, that expose well-known BPM solutions as SaaS and combine them with ever more refined analysis and monitoring tools. This demonstration will highlight experiences and considerations how to design a cloud based BPM platform that can truly serve as a launchpad for future innovation. The Cloud Process Execution Engine (CPEE) is an open source versatile cloud based BPM platform, that has been in development for over six years, and has been used in several national and international projects. Copyright © 2014 for this paper by its authors. Copying permitted for private and academic purposes.

关键词： Open source software

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Mapping distributed heterogeneous systems to a common language by applying ontologies

Mapping distributed heterogeneous systems to a common langua...

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作者： Vinek, Elisabeth Beran, Peter Paul Schikuta, Erich CERN CH-1211 Genève 23 Switzerland Workflow Systems and Technology Group University of Vienna Rathausstrasse 19/9 1010 Vienna Austria

ISBN: (纸本)9780889868649

The classification and selection of services within distributed, heterogeneous environments is a non trivial task. For a proper selection and composition of services in such environments - for example in a Grid or Cloud - it is required to dispose of detailed information about the existing resources and their characteristics. Particularly for applying appropriate optimization strategies these metadata are indispensable in order to decide which is the actual best resource for a given task, respectively query. It is thus a crucial task to first identify, classify and describe all system components and their attributes in a common language. Therefore a generic, high-level model of a service ontology is proposed, that exposes the fundamental building blocks of a distributed, service-oriented environment, by providing a structured collection of components and their functional and non-functional attributes. Finally, the applicability of the proposed ontology is verified by applying it to two distinct application scenarios, one from the domain of Distributed Database Management systems, and one from a High-Energy Physics experiment.

关键词： Ontology

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Classification and composition of QoS attributes in distributed, heterogeneous systems 11

Classification and composition of QoS attributes in distribu...

引用

Proceedings of the 2011 11th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing

作者： Vinek, Elisabeth Beran, Peter Paul Schikuta, Erich CERN CH-1211 Genéve 23 Switzerland Workflow Systems and Technology Group University of Vienna Rathausstrasse 19/9 1010 Vienna Austria

ISBN: (纸本)9780769543956

In large-scale distributed systems the selection of services and data sources to respond to a given request is a crucial task. Non-functional or Quality of Service (QoS) attributes need to be considered when there are several candidate services with identical functionality. Before applying any service selection optimization strategy, the system has to be analyzed in terms of QoS metrics, comparable to the statistics needed by a database query optimizer. This paper presents a classification approach for QoS attributes of system components, from which aggregation functions for composite services are derived. The applicability and usefulness of the approach is shown in a distributed system from a High-Energy Physics experiment posing a complex service selection challenge. © 2011 IEEE.

关键词： Quality of service

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Comparative study of genetic and blackboard algorithms for solving QoS-aware service selection problems

Comparative study of genetic and blackboard algorithms for s...

引用

International Conference on High Performance Computing and Simulation

作者： Vinek, Elisabeth Beran, Peter Paul Schikuta, Erich CERN CH-1211 Genève 23 Switzerland Research Group Workflow Systems and Technology University of Vienna Rathausstrasse 19/9 1010 Vienna Austria

ISBN: (纸本)9781612843810

In distributed, heterogeneous systems, where several deployments of a specific service exist, it is a crucial task to select and combine concrete deployments to build a service chain that can be an arbitrary workflow or a query execution plan. In order to decide between deployments with identical functionality, non-functional properties, also called Quality of Service (QoS) properties, are taken into account. Service selection processes are designed to reach certain objectives while meeting defined global constraints. These optimization problems are known as QoS-aware service selection problems and are NP-hard in the strong sense. Several heuristic approaches have been proposed to address these QoS-related issues. In this paper, two heuristics a genetic and a blackboard algorithm motivated by specific application scenarios are described and compared in terms of performance, scalability and applicability. Based on the application characteristics, the advantages of one over the other algorithm are discussed, and a common setup is carried out to perform a competitive comparison. The results indicate that under a certain threshold the blackboard outperforms the genetic algorithm, whereas the latter one shows a better scalability with increased number of deployments. © 2011 IEEE.

关键词： Genetic algorithms

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Timeline visualization for documenting process model change

Timeline visualization for documenting process model change

引用

Der Mensch im Zentrum der Modellierung, EMISA 2012 - The Man in the Center of the Modeling , EMISA 2012

作者： Kabicher-Fuchs, Sonja Kriglstein, Simone Figl, Kathrin Austria Faculty of Computer Science Workflow Systems and Technology Group University of Vienna Austria SBA Research Vienna Austria Vienna University of Economics and Business Austria

ISBN: (纸本)9783885796008

Organizations need to deal with change in order to remain competitive in a dynamic, global business world. When business processes need to be redesigned, it often remains unclear why a process evolved to its current form. Against this background, process change documentations can be helpful in order to illustrate and capture change information. The main purpose of this paper is to expand our understanding on how to visualize process change information and to explore the concept of timeline visualization for this application area. Using an expert inspection approach, we first identify shortcomings of existing timeline tools in meeting visualization requirements of business process change. We propose a conceptual design for change visualization using timelines that aims to support a contextual, temporal and comprehensive documentation of business process model changes.

关键词： Conceptual design

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*** - Modular secure manufacturing orchestration

引用

2018 Dissertation Award, Demonstration, and Industrial Track at BPM, BPMTracks 2018

作者： Pauker, Florian Mangler, Juergen Rinderle-Ma, Stefanie Pollak, Christoph Austrian Comptetence Center for Digital Production Vienna Austria University of Vienna Faculty of Computer Science Research Group Workflow Systems and Technology Vienna Austria

Organisational and technical processes of manufacturing companies are becoming more and more complex while the pressure for flexibility increases. The biggest challenge here is still the integration of different systems in a coherent transparent way. In order to further vertical integration in the automation pyramid, this paper presents a solution based on use BPM technology, more specifically process modelling and execution based on BPMN to integrate shopfloor with top level planning. Our full-stack solution is currently in active development with our customers. One main advantage is that through coherent usage of BPMN processes from top to bottom, all monitored data during execution can always be stored in the right context, which saves a lot of effort compared to the state of the art in manufacturing systems. Copyright © 2018 for this paper by its authors.

关键词： Manufacture

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