Andreas Metzger

ORCID

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 55

Top Venues

Kaiserslautern University of Technology, Germany (PHD)

Education History

Kaiserslautern University of Technology, Germany

PHD

Publications

Xhulja Shahini, Andreas Metzger, Klaus Pohl
An Empirical Study on Just-in-time Conformal Defect Prediction. MSR (2024)
Xhulja Shahini, Domenic Bubel, Andreas Metzger
Variance of ML-based software fault predictors: are we really improving fault prediction? Software Engineering (2024)
Paul-Andrei Dragan, Andreas Metzger, Klaus Pohl
Towards the decentralized coordination of multiple self-adaptive systems. Software Engineering (2024)
Andreas Metzger, Clément Quinton, Zoltán Ádám Mann, Luciano Baresi, Klaus Pohl
Realizing self-adaptive systems via online reinforcement learning and feature-model-guided exploration. Computing 106 (4) (2024)
Andreas Metzger, Jan Laufer, Felix Feit, Klaus Pohl
A User Study on Explainable Online Reinforcement Learning for Adaptive Systems. CoRR (2023)
Andreas Metzger, Jone Bartel, Jan Laufer
An AI Chatbot for Explaining Deep Reinforcement Learning Decisions of Service-oriented Systems. CoRR (2023)
Andreas Metzger, Jone Bartel, Jan Laufer
An AI Chatbot for Explaining Deep Reinforcement Learning Decisions of Service-Oriented Systems. ICSOC (1) (2023)
Xhulja Shahini, Domenic Bubel, Andreas Metzger
Variance of ML-based software fault predictors: are we really improving fault prediction? CoRR (2023)
Paul-Andrei Dragan, Andreas Metzger, Klaus Pohl
Towards the decentralized coordination of multiple self-adaptive systems. CoRR (2023)
Andreas Metzger, Tristan Kley, Aristide Rothweiler, Klaus Pohl
Automatically Reconciling the Trade-off between Prediction Accuracy and Earliness in Prescriptive Business Process Monitoring. CoRR (2023)
Felix Feit, Andreas Metzger, Klaus Pohl
Explainable Online Reinforcement Learning for Adaptive Systems. Software Engineering (2023)
Xhulja Shahini, Domenic Bubel, Andreas Metzger
Variance of ML-based software fault predictors: are we really improving fault prediction? SEAA (2023)
Zoltán Ádám Mann, Andreas Metzger, Johannes Prade, Robert Seidl, Klaus Pohl
Cost-Optimized, Data-Protection-Aware Offloading Between an Edge Data Center and the Cloud. IEEE Trans. Serv. Comput. 16 (1) (2023)
Andreas Metzger, Tristan Kley, Aristide Rothweiler, Klaus Pohl
Automatically reconciling the trade-off between prediction accuracy and earliness in prescriptive business process monitoring. Inf. Syst. 118 (2023)
Paul-Andrei Dragan, Andreas Metzger, Klaus Pohl
Towards the decentralized coordination of multiple self-adaptive systems. ACSOS (2023)
Felix Feit, Andreas Metzger, Klaus Pohl
Explaining Online Reinforcement Learning Decisions of Self-Adaptive Systems. ACSOS (2022)
Andreu Belsa Pellicer, Matilde Julián Segui, Achilleas Marinakis, Anastasios Nikolakopoulos, Vrettos Moulos, Héctor Iturria, José Antonio Clemente, Xhulja Shahini, Tristan Kley, Andreas Metzger, Miguel Bravo, Paolo Calciati, Christos-Antonios Gizelis, Filippos Nikolopoulos-Gkamatsis, Konstantinos Nestorakis, Ignacio Lacalle, Carlos Enrique Palau, Santiago Cáceres
Design of a Next-Generation Interoperable Cognitive Port Solution. GIOTS (2022)
Andreas Metzger
Data quality issues in online reinforcement learning for self-adaptive systems (keynote). SEA4DQ@ESEC/SIGSOFT FSE (2022)
Felix Feit, Andreas Metzger, Klaus Pohl
Explaining Online Reinforcement Learning Decisions of Self-Adaptive Systems. CoRR (2022)
Tsung-Hao Huang, Andreas Metzger, Klaus Pohl
Counterfactual Explanations for Predictive Business Process Monitoring. CoRR (2022)
Zoltán Ádám Mann, Florian Kunz, Jan Laufer, Julian Bellendorf, Andreas Metzger, Klaus Pohl
RADAR: Data Protection in Cloud-Based Computer Systems at Run Time. IEEE Access 9 (2021)
Tsung-Hao Huang, Andreas Metzger, Klaus Pohl
Counterfactual Explanations for Predictive Business Process Monitoring. EMCIS (2021)
Jan Laufer, Zoltán Ádám Mann, Andreas Metzger
Modelling Data Protection in Fog Computing Systems using UMLsec and SysML-Sec. MoDELS (Companion) (2021)
Andreas Metzger, Clément Quinton, Zoltán Ádám Mann, Luciano Baresi, Klaus Pohl
Feature-Modell-geführtes Online Reinforcement Learning für Selbst-adaptive Systeme. Software Engineering (2021)
Zoltán Ádám Mann, Andreas Metzger, Johannes Prade, Robert Seidl
Optimized Application Deployment using Fog and Cloud Computing Environments. SE (2020)
Andreas Metzger, Tristan Kley, Alexander Palm
Triggering Proactive Business Process Adaptations via Online Reinforcement Learning. BPM (2020)
Andreas Metzger, Clément Quinton, Zoltán Ádám Mann, Luciano Baresi, Klaus Pohl
Feature Model-Guided Online Reinforcement Learning for Self-Adaptive Services. ICSOC (2020)
Alexander Palm, Andreas Metzger, Klaus Pohl
Online Reinforcement Learning for Self-adaptive Information Systems. CAiSE (2020)
Zoltán Ádám Mann, Andreas Metzger, Johannes Prade, Robert Seidl
Optimized Application Deployment in the Fog. ICSOC (2019)
Andreas Metzger, Clément Quinton, Zoltán Ádám Mann, Luciano Baresi, Klaus Pohl
Feature-Model-Guided Online Learning for Self-Adaptive Systems. CoRR (2019)
Nicolas Ferry, Jacek Dominiak, Anne Gallon, Elena González-Vidal, Eider Iturbe, Stéphane Lavirotte, Saturnino Martinez, Andreas Metzger, Victor Muntés-Mulero, Phu Hong Nguyen, Alexander Palm, Angel Rego, Erkuden Rios, Diego Riviera, Arnor Solberg, Hui Song, Jean-Yves Tigli, Thierry Winter
Development and Operation of Trustworthy Smart IoT Systems: The ENACT Framework. DEVOPS (2019)
Zoltán Ádám Mann, Andreas Metzger, Klaus Pohl
Situativer Datenschutz im Fog-Computing. Inform. Spektrum 42 (4) (2019)
Andreas Metzger, Adrian Neubauer, Philipp Bohn, Klaus Pohl
Proactive Process Adaptation Using Deep Learning Ensembles. CAiSE (2019)
Andreas Metzger, Johannes Franke, Thomas Jansen
Data-driven deep learning for proactive terminal process management. BPM (Industry Forum) (2019)
Nicolas Ferry, Arnor Solberg, Hui Song, Stéphane Lavirotte, Jean-Yves Tigli, Thierry Winter, Victor Muntés-Mulero, Andreas Metzger, Erkuden Rios Velasco, Amaia Castelruiz Aguirre
ENACT: Development, Operation, and Quality Assurance of Trustworthy Smart IoT Systems. DEVOPS (2018)
Zoltán Ádám Mann, Andreas Metzger
Auto-Adjusting Self-Adaptive Software Systems. ICAC (2018)
Andreas Metzger, Philipp Bohn, Felix Föcker
Predictive Business Process Monitoring unter Berücksichtigung von Prognoseverlässlichkeit und Risiko. Software Engineering (2018)
Andreas Metzger, Adrian Neubauer
Considering Non-sequential Control Flows for Process Prediction with Recurrent Neural Networks. SEAA (2018)
Andreas Metzger, Christian Reinartz, Klaus Pohl
Incremental Verification of Complex Event Processing Applications for System Monitoring. SEAA (2018)
Zoltán Ádám Mann, Andreas Metzger
Optimized Cloud Deployment of Multi-tenant Software Considering Data Protection Concerns - Abridged Version. Software Engineering (2018)
Zoltán Ádám Mann, Andreas Metzger, Stefan Schoenen
Towards a run-time model for data protection in the cloud. Modellierung (2018)
Zoltán Ádám Mann, Andreas Metzger
The special case of data protection and self-adaptation. SEAMS@ICSE (2018)
Alexander Palm, Zoltán Ádám Mann, Andreas Metzger
Modeling Data Protection Vulnerabilities of Cloud Systems Using Risk Patterns. SAM (2018)
Christophe Feltus, Erik H. A. Proper, Andreas Metzger, Juan Carlos Garcia Lopez, Rodrigo Castiñeira González
Value CoCreation (VCC) Language Design in the Frame of a Smart Airport Network Case Study. AINA (2018)
Nazila Gol Mohammadi, Zoltán Ádám Mann, Andreas Metzger, Maritta Heisel, James Greig
Towards an End-to-End Architecture for Run-Time Data Protection in the Cloud. SEAA (2018)
Stefan Schoenen, Zoltán Ádám Mann, Andreas Metzger
Using Risk Patterns to Identify Violations of Data Protection Policies in Cloud Systems. ICSOC Workshops (2017)
Andreas Metzger, Philipp Leitner, Dragan Ivanovic, Eric Schmieders, Rod Franklin, Manuel Carro, Schahram Dustdar, Klaus Pohl
Vergleich und Kombination von Techniken des Predictive Business Process Monitoring. Software Engineering (2017)
Zoltán Ádám Mann, Andreas Metzger
Optimized Cloud Deployment of Multi-tenant Software Considering Data Protection Concerns. CCGrid (2017)
Zoltán Ádám Mann, Eliot E. Salant, Mike Surridge, Dhouha Ayed, John Boyle, Maritta Heisel, Andreas Metzger, Paul Mundt
Secure Data Processing in the Cloud. ESOCC Workshops (2017)
Andreas Metzger, Felix Föcker
Predictive Business Process Monitoring Considering Reliability Estimates. CAiSE (2017)
Andreas Metzger, Philipp Bohn
Risk-Based Proactive Process Adaptation. ICSOC (2017)
Eric Schmieders, Andreas Metzger, Klaus Pohl
Modellbasierte Datenschutzprüfung datenintensiver Cloud Dienste. Software Engineering (2017)
Pooyan Jamshidi, Amir Molzam Sharifloo, Claus Pahl, Hamid Arabnejad, Andreas Metzger, Giovani Estrada
Fuzzy Self-Learning Controllers for Elasticity Management in Dynamic Cloud Architectures. QoSA (2016)
Amir Molzam Sharifloo, Andreas Metzger, Clément Quinton, Luciano Baresi, Klaus Pohl
Learning and evolution in dynamic software product lines. SEAMS@ICSE (2016)
Andreas Metzger, Andreas Bayer, Daniel Doyle, Amir Molzam Sharifloo, Klaus Pohl, Florian Wessling
Coordinated run-time adaptation of variability-intensive systems: an application in cloud computing. VACE@ICSE (2016)
Eric Schmieders, Andreas Metzger, Klaus Pohl
Architectural Runtime Models for Privacy Checks of Cloud Applications. PESOS@ICSE (2015)
Luciano Baresi, Tim Menzies, Andreas Metzger, Thomas Zimmermann
1st International Workshop on Big Data Software Engineering (BIGDSE 2015). ICSE (2) (2015)
Christian Reinartz, Andreas Metzger, Klaus Pohl
Model-based verification of event-driven business processes. DEBS (2015)
Eric Schmieders, Andreas Metzger, Klaus Pohl
Ein Laufzeitmodel-basierter Ansatz zur Datenschutz-Prüfung von Cloud-Systemen. Software Engineering & Management (2015)
Felix Föcker, Adrian Neubauer, Andreas Metzger, Gerd Gröner, Klaus Pohl
Real-time Cargo Volume Recognition using Internet-connected 3D Scanners. ENASE (2015)
Eric Schmieders, Andreas Metzger, Klaus Pohl
Runtime Model-Based Privacy Checks of Big Data Cloud Services. ICSOC (2015)
Robert Heinrich, Reiner Jung, Eric Schmieders, Andreas Metzger, Wilhelm Hasselbring, Ralf H. Reussner, Klaus Pohl
Architectural run-time models for operator-in-the-loop adaptation of cloud applications. MESOCA (2015)
Pooyan Jamshidi, Amir Molzam Sharifloo, Claus Pahl, Andreas Metzger, Giovani Estrada
Self-Learning Cloud Controllers: Fuzzy Q-Learning for Knowledge Evolution. CoRR (2015)
Andreas Metzger, Philipp Leitner, Dragan Ivanovic, Eric Schmieders, Rod Franklin, Manuel Carro, Schahram Dustdar, Klaus Pohl
Comparing and Combining Predictive Business Process Monitoring Techniques. IEEE Trans. Syst. Man Cybern. Syst. 45 (2) (2015)
Pooyan Jamshidi, Amir Molzam Sharifloo, Claus Pahl, Andreas Metzger, Giovani Estrada
Self-Learning Cloud Controllers: Fuzzy Q-Learning for Knowledge Evolution. ICCAC (2015)
Andreas Metzger, Philipp Schmidt, Christian Reinartz, Klaus Pohl
Management operativer Logistikprozesse mit Future-Internet-Leitständen: Erfahrungen aus dem LoFIP-Projekt. Software Engineering (2014)
Clarissa Cassales Marquezan, Andreas Metzger, Rod Franklin, Klaus Pohl
Runtime Management of Multi-level SLAs for Transport and Logistics Services. ICSOC (2014)
Clarissa Cassales Marquezan, Florian Wessling, Andreas Metzger, Klaus Pohl, Chris Woods, Karl Wallbom
Towards exploiting the full adaptation potential of cloud applications. PESOS (2014)
Eric Schmieders, Andreas Metzger, Klaus Pohl
A Runtime Model Approach for Data Geo-location Checks of Cloud Services. ICSOC (2014)
Robert Heinrich, Eric Schmieders, Reiner Jung, Kiana Rostami, Andreas Metzger, Wilhelm Hasselbring, Ralf H. Reussner, Klaus Pohl
Integrating Run-time Observations and Design Component Models for Cloud System Analysis. Models@run.time (2014)
Clarissa Cassales Marquezan, Dario Bruneo, Francesco Longo, Florian Wessling, Andreas Metzger, Antonio Puliafito
3-D cloud monitoring: Enabling effective cloud infrastructure and application management. CNSM (2014)
Andreas Metzger, Klaus Pohl
Software product line engineering and variability management: achievements and challenges. FOSE (2014)
Dario Bruneo, Thomas Fritz, Sharon Keidar-Barner, Philipp Leitner, Francesco Longo, Clarissa Cassales Marquezan, Andreas Metzger, Klaus Pohl, Antonio Puliafito, Danny Raz, Andreas Roth, Eliot E. Salant, Itai Segall, Massimo Villari, Yaron Wolfsthal, Chris Woods
CloudWave: Where adaptive cloud management meets DevOps. ISCC (2014)
Nazila Gol Mohammadi, Sachar Paulus, Mohamed Bishr, Andreas Metzger, Holger Könnecke, Sandro Hartenstein, Thorsten Weyer, Klaus Pohl
Trustworthiness Attributes and Metrics for Engineering Trusted Internet-Based Software Systems. CLOSER (Selected Papers) (2013)
Antonio Manuel Gutiérrez, Clarissa Cassales Marquezan, Manuel Resinas, Andreas Metzger, Antonio Ruiz Cortés, Klaus Pohl
Extending WS-Agreement to Support Automated Conformity Check on Transport and Logistics Service Agreements. ICSOC (2013)
Patricia Lago, Grace A. Lewis, Andreas Metzger, Vladimir Tosic, Domenico Bianculli, Antinisca Di Marco, Andrea Polini, Pierluigi Plebani
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 38 (1) (2013)
Nazila Gol Mohammadi, Sachar Paulus, Mohamed Bishr, Andreas Metzger, Holger Koennecke, Sandro Hartenstein, Klaus Pohl
An Analysis of Software Quality Attributes and Their Contribution to Trustworthiness. CLOSER (2013)
Amir Molzam Sharifloo, Andreas Metzger
MCaaS: Model Checking in the Cloud for Assurances of Adaptive Systems. Software Engineering for Self-Adaptive Systems (2013)
Zohar Feldman, Fabiana Fournier, Rod Franklin, Andreas Metzger
Proactive event processing in action: a case study on the proactive management of transport processes (industry article). DEBS (2013)
Annapaola Marconi, Antonio Bucchiarone, Konstantinos Bratanis, Antonio Brogi, Javier Cámara, Dimitris Dranidis, Holger Giese, Raman Kazhamiakin, Rogério de Lemos, Clarissa Cassales Marquezan, Andreas Metzger
Research challenges on multi-layer and mixed-initiative monitoring and adaptation for service-based systems. S-Cube@ICSE (2012)
Andreas Metzger, Chi-Hung Chi, Yagil Engel, Annapaola Marconi
Research challenges on online service quality prediction for proactive adaptation. S-Cube@ICSE (2012)
Luciano Baresi, Nikolaos Georgantas, Kristof Hamann, Valérie Issarny, Winfried Lamersdorf, Andreas Metzger, Barbara Pernici
Emerging Research Themes in Services-Oriented Systems. SRII Global Conference (2012)
Andreas Metzger, Rod Franklin, Yagil Engel
Predictive Monitoring of Heterogeneous Service-Oriented Business Networks: The Transport and Logistics Case. SRII Global Conference (2012)
Andreas Metzger, Klaus Pohl, Mike P. Papazoglou, Elisabetta Di Nitto, Annapaola Marconi, Dimka Karastoyanova
Research challenges on adaptive software and services in the future internet: towards an S-Cube research roadmap. S-Cube@ICSE (2012)
Elisabetta Di Nitto, Dominik Meiländer, Sergei Gorlatch, Andreas Metzger, Harald Psaier, Schahram Dustdar, Maryam Razavian, Damian A. Tamburri, Patricia Lago
Research challenges on engineering service-oriented applications. S-Cube@ICSE (2012)
Andreas Metzger, Klaus Pohl, Mike P. Papazoglou
Welcome to the international workshop on European software services and systems research: Results and challenges (S-Cube@ICSE 2012). S-Cube@ICSE (2012)
Andreas Metzger, Eric Schmieders, Osama Sammodi, Klaus Pohl
Verification and testing at run-time for online quality prediction. S-Cube@ICSE (2012)
Osama Sammodi, Andreas Metzger, Xavier Franch, Marc Oriol, Jordi Marco, Klaus Pohl
Usage-Based Online Testing for Proactive Adaptation of Service-Based Applications. COMPSAC (2011)
Gilles Perrouin, Andreas Metzger, Patrick Heymans, Yves Le Traon
VAST 2011 workshop summary. ACM SIGSOFT Softw. Eng. Notes 36 (4) (2011)
Andreas Metzger
Towards accurate failure prediction for the proactive adaptation of service-oriented systems. ASAS@ESEC/FSE (2011)
Rod Franklin, Andreas Metzger, Michael Stollberg, Yagil Engel, Kay Fjørtoft, René Fleischhauer, Clarissa Cassales Marquezan, Lone Sletbakk Ramstad
Future Internet Technology for the Future of Transport and Logistics - (Invited Paper). ServiceWave (2011)
Andreas Metzger, Clarissa Cassales Marquezan
Future Internet Apps: The Next Wave of Adaptive Service-Oriented Systems? ServiceWave (2011)
Eric Schmieders, Andreas Metzger
Preventing Performance Violations of Service Compositions Using Assumption-Based Run-Time Verification. ServiceWave (2011)
Grace A. Lewis, Dennis B. Smith, Andreas Metzger, Andrea Zisman, Marco Pistore
Report of the 2nd international workshop on principles of engineering service-oriented systems (PESOS 2010). ACM SIGSOFT Softw. Eng. Notes 35 (5) (2010)
Heiko Stallbaum, Andreas Metzger, Klaus Pohl
Der Einsatz quantitativer Sicherheitsanalysen für den risikobasierten Test eingebetteter Systeme. Software Engineering (2010)
Grace A. Lewis, Andreas Metzger, Marco Pistore, Dennis B. Smith, Andrea Zisman
2010 ICSE 2nd International Workshop on Principles of Engineering Service-Oriented Systems (PESOS 2010). ICSE (2) (2010)
Vanessa Stricker, Andreas Metzger, Klaus Pohl
Avoiding Redundant Testing in Application Engineering. SPLC (2010)
Andreas Gehlert, Antonio Bucchiarone, Raman Kazhamiakin, Andreas Metzger, Marco Pistore, Klaus Pohl
Exploiting assumption-based verification for the adaptation of service-based applications. SAC (2010)
Dimitris Dranidis, Andreas Metzger, Dimitrios Kourtesis
Enabling Proactive Adaptation through Just-in-Time Testing of Conversational Services. ServiceWave (2010)
Andreas Metzger, Osama Sammodi, Klaus Pohl, Mark Rzepka
Towards pro-active adaptation with confidence: augmenting service monitoring with online testing. SEAMS (2010)

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Publication Activity (10 Years)

Top Topics

Top Venues

Andreas Metzger