Andreas Metzger

Orcid: 0000-0002-4808-8297

Affiliations:
  • University of Duisburg-Essen, paluno - The Ruhr Institute for Software Technology, Essen, Germany
  • University of Kaiserslauter, Department of Computer Science, Germany


According to our database1, Andreas Metzger authored at least 133 papers between 2001 and 2024.

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Bibliography

2024
A User Study on Explainable Online Reinforcement Learning for Adaptive Systems.
ACM Trans. Auton. Adapt. Syst., September, 2024

Realizing self-adaptive systems via online reinforcement learning and feature-model-guided exploration.
Computing, April, 2024

Variance of ML-based software fault predictors: are we really improving fault prediction?
Proceedings of the Software Engineering 2024, Fachtagung des GI-Fachbereichs Softwaretechnik, Linz, Austria, February 26, 2024

Towards the decentralized coordination of multiple self-adaptive systems.
Proceedings of the Software Engineering 2024, Fachtagung des GI-Fachbereichs Softwaretechnik, Linz, Austria, February 26, 2024

An Empirical Study on Just-in-time Conformal Defect Prediction.
Proceedings of the 21st IEEE/ACM International Conference on Mining Software Repositories, 2024

2023
Automatically reconciling the trade-off between prediction accuracy and earliness in prescriptive business process monitoring.
Inf. Syst., September, 2023

Cost-Optimized, Data-Protection-Aware Offloading Between an Edge Data Center and the Cloud.
IEEE Trans. Serv. Comput., 2023

Explainable Online Reinforcement Learning for Adaptive Systems.
Proceedings of the Software Engineering 2023, 2023

An AI Chatbot for Explaining Deep Reinforcement Learning Decisions of Service-Oriented Systems.
Proceedings of the Service-Oriented Computing - 21st International Conference, 2023

2022
Data quality issues in online reinforcement learning for self-adaptive systems (keynote).
Proceedings of the 2nd International Workshop on Software Engineering and AI for Data Quality in Cyber-Physical Systems/Internet of Things, 2022


Explaining Online Reinforcement Learning Decisions of Self-Adaptive Systems.
Proceedings of the IEEE International Conference on Autonomic Computing and Self-Organizing Systems, 2022

Data Sharing Spaces: The BDVA Perspective.
Proceedings of the Designing Data Spaces: The Ecosystem Approach to Competitive Advantage, 2022

Technologies and Applications for Big Data Value.
Proceedings of the Technologies and Applications for Big Data Value, 2022


2021
RADAR: Data Protection in Cloud-Based Computer Systems at Run Time.
IEEE Access, 2021

Feature-Modell-geführtes Online Reinforcement Learning für Selbst-adaptive Systeme.
Proceedings of the Software Engineering 2021, 2021

Modelling Data Protection in Fog Computing Systems using UMLsec and SysML-Sec.
Proceedings of the ACM/IEEE International Conference on Model Driven Engineering Languages and Systems Companion, 2021

Counterfactual Explanations for Predictive Business Process Monitoring.
Proceedings of the Information Systems, 2021

Ensemble Deep Learning for Proactive Terminal Process Management at the Port of Duisburg "duisport".
Proceedings of the Business Process Management Cases Vol. 2, Digital Transformation, 2021

2020
Optimized Application Deployment using Fog and Cloud Computing Environments.
Proceedings of the Software Engineering 2020, 2020

Feature Model-Guided Online Reinforcement Learning for Self-Adaptive Services.
Proceedings of the Service-Oriented Computing - 18th International Conference, 2020

Online Reinforcement Learning for Self-adaptive Information Systems.
Proceedings of the Advanced Information Systems Engineering, 2020

Triggering Proactive Business Process Adaptations via Online Reinforcement Learning.
Proceedings of the Business Process Management - 18th International Conference, 2020

2019
Situativer Datenschutz im Fog-Computing.
Inform. Spektrum, 2019

Feature-Model-Guided Online Learning for Self-Adaptive Systems.
CoRR, 2019

Optimized Application Deployment in the Fog.
Proceedings of the Service-Oriented Computing - 17th International Conference, 2019

Development and Operation of Trustworthy Smart IoT Systems: The ENACT Framework.
Proceedings of the Software Engineering Aspects of Continuous Development and New Paradigms of Software Production and Deployment, 2019

Proactive Process Adaptation Using Deep Learning Ensembles.
Proceedings of the Advanced Information Systems Engineering, 2019

Data-driven deep learning for proactive terminal process management.
Proceedings of the Industry Forum at BPM 2019 co-located with 17th International Conference on Business Process Management (BPM 2019), 2019

2018
Predictive Business Process Monitoring unter Berücksichtigung von Prognoseverlässlichkeit und Risiko.
Proceedings of the Software Engineering und Software Management 2018, 2018

Optimized Cloud Deployment of Multi-tenant Software Considering Data Protection Concerns - Abridged Version.
Proceedings of the Software Engineering und Software Management 2018, 2018

Modeling Data Protection Vulnerabilities of Cloud Systems Using Risk Patterns.
Proceedings of the System Analysis and Modeling. Languages, Methods, and Tools for Systems Engineering, 2018

Towards a run-time model for data protection in the cloud.
Proceedings of the Modellierung 2018, 21.-23. Februar 2018, Braunschweig, Germany, 2018

ENACT: Development, Operation, and Quality Assurance of Trustworthy Smart IoT Systems.
Proceedings of the Software Engineering Aspects of Continuous Development and New Paradigms of Software Production and Deployment, 2018

The special case of data protection and self-adaptation.
Proceedings of the 13th International Conference on Software Engineering for Adaptive and Self-Managing Systems, 2018

Auto-Adjusting Self-Adaptive Software Systems.
Proceedings of the 2018 IEEE International Conference on Autonomic Computing, 2018

Towards an End-to-End Architecture for Run-Time Data Protection in the Cloud.
Proceedings of the 44th Euromicro Conference on Software Engineering and Advanced Applications, 2018

Incremental Verification of Complex Event Processing Applications for System Monitoring.
Proceedings of the 44th Euromicro Conference on Software Engineering and Advanced Applications, 2018

Considering Non-sequential Control Flows for Process Prediction with Recurrent Neural Networks.
Proceedings of the 44th Euromicro Conference on Software Engineering and Advanced Applications, 2018

Value CoCreation (VCC) Language Design in the Frame of a Smart Airport Network Case Study.
Proceedings of the 32nd IEEE International Conference on Advanced Information Networking and Applications, 2018

Software Product Lines.
Proceedings of the Essence of Software Engineering, 2018

2017
Modellbasierte Datenschutzprüfung datenintensiver Cloud Dienste.
Proceedings of the Software Engineering 2017, 2017

Vergleich und Kombination von Techniken des Predictive Business Process Monitoring.
Proceedings of the Software Engineering 2017, 2017

Using Risk Patterns to Identify Violations of Data Protection Policies in Cloud Systems.
Proceedings of the Service-Oriented Computing - ICSOC 2017 Workshops, 2017

Risk-Based Proactive Process Adaptation.
Proceedings of the Service-Oriented Computing - 15th International Conference, 2017

Secure Data Processing in the Cloud.
Proceedings of the Advances in Service-Oriented and Cloud Computing, 2017

Optimized Cloud Deployment of Multi-tenant Software Considering Data Protection Concerns.
Proceedings of the 17th IEEE/ACM International Symposium on Cluster, 2017

Predictive Business Process Monitoring Considering Reliability Estimates.
Proceedings of the Advanced Information Systems Engineering, 2017

2016
Cargo 2000 Freight Tracking and Tracing.
Dataset, November, 2016

Fuzzy Self-Learning Controllers for Elasticity Management in Dynamic Cloud Architectures.
Proceedings of the 12th International ACM SIGSOFT Conference on Quality of Software Architectures, 2016

Learning and evolution in dynamic software product lines.
Proceedings of the 11th International Symposium on Software Engineering for Adaptive and Self-Managing Systems, 2016

Coordinated run-time adaptation of variability-intensive systems: an application in cloud computing.
Proceedings of the 1st International Workshop on Variability and Complexity in Software Design, 2016

2015
Comparing and Combining Predictive Business Process Monitoring Techniques.
IEEE Trans. Syst. Man Cybern. Syst., 2015

Ein Laufzeitmodel-basierter Ansatz zur Datenschutz-Prüfung von Cloud-Systemen.
Proceedings of the Software Engineering & Management 2015, Multikonferenz der GI-Fachbereiche Softwaretechnik (SWT) und Wirtschaftsinformatik (WI), FA WI-MAW, 17. März, 2015

Architectural run-time models for operator-in-the-loop adaptation of cloud applications.
Proceedings of the 9th IEEE International Symposium on the Maintenance and Evolution of Service-Oriented and Cloud-Based Environments, 2015

Runtime Model-Based Privacy Checks of Big Data Cloud Services.
Proceedings of the Service-Oriented Computing - 13th International Conference, 2015

Architectural Runtime Models for Privacy Checks of Cloud Applications.
Proceedings of the 7th IEEE/ACM International Workshop on Principles of Engineering Service-Oriented and Cloud Systems, 2015

1st International Workshop on Big Data Software Engineering (BIGDSE 2015).
Proceedings of the 37th IEEE/ACM International Conference on Software Engineering, 2015

Self-Learning Cloud Controllers: Fuzzy Q-Learning for Knowledge Evolution.
Proceedings of the 2015 International Conference on Cloud and Autonomic Computing, 2015

Real-time Cargo Volume Recognition using Internet-connected 3D Scanners.
Proceedings of the ENASE 2015, 2015

Model-based verification of event-driven business processes.
Proceedings of the 9th ACM International Conference on Distributed Event-Based Systems, 2015

2014
Management operativer Logistikprozesse mit Future-Internet-Leitständen: Erfahrungen aus dem LoFIP-Projekt.
Proceedings of the Software Engineering 2014, Fachtagung des GI-Fachbereichs Softwaretechnik, 25. Februar, 2014

Integrating Run-time Observations and Design Component Models for Cloud System Analysis.
Proceedings of the 9th Workshop on Models@run.time co-located with 17th International Conference on Model Driven Engineering Languages and Systems (MODELS 2014), 2014

CloudWave: Where adaptive cloud management meets DevOps.
Proceedings of the IEEE Symposium on Computers and Communications, 2014

A Runtime Model Approach for Data Geo-location Checks of Cloud Services.
Proceedings of the Service-Oriented Computing - 12th International Conference, 2014

Runtime Management of Multi-level SLAs for Transport and Logistics Services.
Proceedings of the Service-Oriented Computing - 12th International Conference, 2014

Software product line engineering and variability management: achievements and challenges.
Proceedings of the on Future of Software Engineering, 2014

Towards exploiting the full adaptation potential of cloud applications.
Proceedings of the 6th International Workshop on Principles of Engineering Service-Oriented and Cloud Systems, 2014

3-D cloud monitoring: Enabling effective cloud infrastructure and application management.
Proceedings of the 10th International Conference on Network and Service Management, 2014

2013
Accurate Proactive Adaptation of Service-Oriented Systems.
Proceedings of the Assurances for Self-Adaptive Systems, 2013

Report of the 4th international workshop on principles of engineering service-oriented systems (PESOS 2012): internet of services and the quest for case studies.
ACM SIGSOFT Softw. Eng. Notes, 2013

Extending WS-Agreement to Support Automated Conformity Check on Transport and Logistics Service Agreements.
Proceedings of the Service-Oriented Computing - 11th International Conference, 2013

Proactive event processing in action: a case study on the proactive management of transport processes (industry article).
Proceedings of the 7th ACM International Conference on Distributed Event-Based Systems, 2013

MCaaS: Model Checking in the Cloud for Assurances of Adaptive Systems.
Proceedings of the Software Engineering for Self-Adaptive Systems III. Assurances, 2013

Trustworthiness Attributes and Metrics for Engineering Trusted Internet-Based Software Systems.
Proceedings of the Cloud Computing and Services Science - Third International Conference, 2013

An Analysis of Software Quality Attributes and Their Contribution to Trustworthiness.
Proceedings of the CLOSER 2013, 2013

2012
Predictive Monitoring of Heterogeneous Service-Oriented Business Networks: The Transport and Logistics Case.
Proceedings of the 2012 Annual SRII Global Conference, San Jose, CA, USA, July 24-27, 2012, 2012

Emerging Research Themes in Services-Oriented Systems.
Proceedings of the 2012 Annual SRII Global Conference, San Jose, CA, USA, July 24-27, 2012, 2012

Research challenges on engineering service-oriented applications.
Proceedings of the First International Workshop on European Software Services and Systems Research, 2012

Verification and testing at run-time for online quality prediction.
Proceedings of the First International Workshop on European Software Services and Systems Research, 2012

Research challenges on adaptive software and services in the future internet: towards an S-Cube research roadmap.
Proceedings of the First International Workshop on European Software Services and Systems Research, 2012

Welcome to the international workshop on European software services and systems research: Results and challenges (S-Cube@ICSE 2012).
Proceedings of the First International Workshop on European Software Services and Systems Research, 2012

Research challenges on online service quality prediction for proactive adaptation.
Proceedings of the First International Workshop on European Software Services and Systems Research, 2012

Research challenges on multi-layer and mixed-initiative monitoring and adaptation for service-based systems.
Proceedings of the First International Workshop on European Software Services and Systems Research, 2012

2011
VAST 2011 workshop summary.
ACM SIGSOFT Softw. Eng. Notes, 2011

Towards accurate failure prediction for the proactive adaptation of service-oriented systems.
Proceedings of the 8th Workshop on Assurances for Self-Adaptive Systems, 2011

Preventing Performance Violations of Service Compositions Using Assumption-Based Run-Time Verification.
Proceedings of the Towards a Service-Based Internet - 4th European Conference, 2011

Future Internet Apps: The Next Wave of Adaptive Service-Oriented Systems?
Proceedings of the Towards a Service-Based Internet - 4th European Conference, 2011

Future Internet Technology for the Future of Transport and Logistics - (Invited Paper).
Proceedings of the Towards a Service-Based Internet - 4th European Conference, 2011

Usage-Based Online Testing for Proactive Adaptation of Service-Based Applications.
Proceedings of the 35th Annual IEEE International Computer Software and Applications Conference, 2011

2010
Report of the 2nd international workshop on principles of engineering service-oriented systems (PESOS 2010).
ACM SIGSOFT Softw. Eng. Notes, 2010

Avoiding Redundant Testing in Application Engineering.
Proceedings of the Software Product Lines: Going Beyond - 14th International Conference, 2010

Enabling Proactive Adaptation through Just-in-Time Testing of Conversational Services.
Proceedings of the Towards a Service-Based Internet - Third European Conference, 2010

Der Einsatz quantitativer Sicherheitsanalysen für den risikobasierten Test eingebetteter Systeme.
Proceedings of the Software Engineering 2010, 2010

The S-Cube Research Vision.
Proceedings of the Service Research Challenges and Solutions for the Future Internet - S-Cube, 2010

Analytical Quality Assurance.
Proceedings of the Service Research Challenges and Solutions for the Future Internet - S-Cube, 2010

Exploiting assumption-based verification for the adaptation of service-based applications.
Proceedings of the 2010 ACM Symposium on Applied Computing (SAC), 2010

Towards pro-active adaptation with confidence: augmenting service monitoring with online testing.
Proceedings of the 2010 ICSE Workshop on Software Engineering for Adaptive and Self-Managing Systems, 2010

2010 ICSE 2nd International Workshop on Principles of Engineering Service-Oriented Systems (PESOS 2010).
Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering, 2010

Quality Assurance in the Presence of Variability.
Proceedings of the Intentional Perspectives on Information Systems Engineering., 2010

2009
Variability modeling to support customization and deployment of multi-tenant-aware Software as a Service applications.
Proceedings of the International ICSE Workshop on Principles of Engineering Service-Oriented Systems, 2009

S-Cube: Addressing Multidisciplinary Research Challenges for the Internet of Services.
Proceedings of the Towards the Future Internet - A European Research Perspective, 2009

Towards the Next Generation of Service-Based Systems: The S-Cube Research Framework.
Proceedings of the Advanced Information Systems Engineering, 21st International Conference, 2009

2008
A journey to highly dynamic, self-adaptive service-based applications.
Autom. Softw. Eng., 2008

S-Cube: Enabling the Next Generation of Software Services.
Proceedings of the Web Information Systems and Technologies, 4th International Conference, 2008

How SOA Testing Could Bene?t from Software Product Line Testing.
Proceedings of the Software Product Lines, 12th International Conference, 2008

The 5th Software Product Lines Testing Workshop (SPLiT 2008).
Proceedings of the Software Product Lines, 12th International Conference, 2008

Towards Correctness Assurance in Adaptive Service-Based Applications.
Proceedings of the Towards a Service-Based Internet, 2008

A Framework for Proactive Self-adaptation of Service-Based Applications Based on Online Testing.
Proceedings of the Towards a Service-Based Internet, 2008

Variabilitätsmanagement in Software-Produktlinien.
Proceedings of the Software Engineering 2008. Fachtagung des GI-Fachbereichs Softwaretechnik, 2008

Risikobasierte Ableitung und Priorisierung von Testfällen für den modellbasierten Systemtest.
Proceedings of the Software Engineering 2008. Fachtagung des GI-Fachbereichs Softwaretechnik, 2008

An Automated Technique for Risk-based Test Case Generation and Prioritization.
Proceedings of the 3rd International Workshop on Automation of Software Test, 2008

2007
Disambiguating the Documentation of Variability in Software Product Lines: A Separation of Concerns, Formalization and Automated Analysis.
Proceedings of the 15th IEEE International Requirements Engineering Conference, 2007

Variability-Driven Selection of Services for Service Compositions.
Proceedings of the Service-Oriented Computing, 2007

Towards Bridging the Gap between Goal-Oriented Requirements Engineering and Compositional Architecture Development.
Proceedings of the Second Workshop on Sharing and Reusing Architectural Knowledge, 2007

Quality Issues in Software Product Lines: Feature Interactions and Beyond.
Proceedings of the Feature Interactions in Software and Communication Systems IX, 2007

Integration Testing in Software Product Line Engineering: A Model-Based Technique.
Proceedings of the Fundamental Approaches to Software Engineering, 2007

2006
Software product line testing.
Commun. ACM, 2006

Software Product Line Variability Management.
Proceedings of the Software Product Lines, 10th International Conference, 2006

Anforderungsbasierte Erkennung von Feature-Interaktionen in der Produktlinienentwicklung.
Proceedings of the Software Engineering 2006, 2006

Variability management in software product line engineering.
Proceedings of the 28th International Conference on Software Engineering (ICSE 2006), 2006

Modellbasierte Generierung von Testfallszenarien für den aufwandsoptimierten Integrationstest.
Proceedings of the 36. Jahrestagung der Gesellschaft für Informatik, 2006

2005
Software-Qualitätssicherung durch Automatisierung: ein modellbasierter Ansatz.
PhD thesis, 2005

Considering Feature Interactions in Product Lines: Towards the Automatic Derivation of Dependencies between Product Variants.
Proceedings of the Feature Interactions in Telecommunications and Software Systems VIII, 2005

A Systematic Look at Model Transformations.
Proceedings of the Model-Driven Software Development, 2005

2004
Feature interactions in embedded control systems.
Comput. Networks, 2004

Effiziente Modellierung durch Automatisierung.
Proceedings of the Modellierung 2004, Proceedings zur Tagung, 23.-26. März 2004, 2004

Software-Qualitätssicherung durch Automatisierung - Ein modellbasierter Ansatz.
Proceedings of the Ausgezeichnete Informatikdissertationen 2004, 2004

2003
Konzeption und Analyse eines Softwarepraktikums im Grundstudium.
Proceedings of the Software Engineering im Unterricht der Hochschulen, 2003

Feature Interaction Detection in Building Control Systems by Means of a Formal Product Model.
Proceedings of the Feature Interactions in Telecommunications and Software Systems VII, 2003

2002
Model-Based Generation of SDL Specifications for the Early Prototyping of Reactive Systems.
Proceedings of the Telecommunications and beyond: The Broader Applicability of SDL and MSC, 2002

2001
Specifying Building Automation Systems wigh PROBanD, a Method Based on Prototyping, Reuse, and Object-orientation.
Proceedings of the OMER, 2001


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