Hans-Martin Heyn

34 papers A 3B 7Journal 20Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
Causal models for specifying requirements in industrial ML-based software: A case study.
J. Syst. Softw.
Hans-Martin Heyn, Yufei Mao, Roland Weiss, Eric Knauss
2025 J jnl
A Data Annotation Requirements Representation and Specification (DARS).
CoRR
Yi Peng, Hina Saeeda, Hans-Martin Heyn, Jennifer Horkoff, Eric Knauss, Fredrick Warg
2025 — conf
Causal Models in Requirement Specifications for Machine Learning: A vision.
SIGSOFT FSE Companion
Hans-Martin Heyn, Yufei Mao, Roland Weiss, Eric Knauss
2025 J jnl
Causal Models in Requirement Specifications for Machine Learning: A vision.
CoRR
Hans-Martin Heyn, Yufei Mao, Roland Weiss, Eric Knauss
2025 A conf
Data Annotation: A Requirements Engineering for Machine Learning Systems Perspective.
RE
Yi Peng, Hina Saeeda, Hans-Martin Heyn, Jennifer Horkoff
2025 B conf
From Machine Learning Documentation to Requirements: Bridging Processes with Requirements Languages.
PROFES
Yi Peng, Hans-Martin Heyn, Jennifer Horkoff
2025 J jnl
From Machine Learning Documentation to Requirements: Bridging Processes with Requirements Languages.
CoRR
Yi Peng, Hans-Martin Heyn, Jennifer Horkoff
2025 B conf
Requirements Representations in Machine Learning-Based Automotive Perception Systems Development for Multi-party Collaboration.
REFSQ
Hina Saeeda, Zuzana Rohacova, Oskar Jakobsson, Hans-Martin Heyn, Eric Knauss, Alessia Knauss, Jennifer Horkoff
2025 J jnl
Tutorial Debriefing: Applied Statistical Causal Inference in Requirements Engineering.
CoRR
Julian Frattini, Hans-Martin Heyn, Robert Feldt, Richard Torkar
2024 J jnl
An empirical investigation of challenges of specifying training data and runtime monitors for critical software with machine learning and their relation to architectural decisions.
Requir. Eng.
Hans-Martin Heyn, Eric Knauss, Iswarya Malleswaran, Shruthi Dinakaran
2024 A conf
Automated Configuration Synthesis for Machine Learning Models: A Git-Based Requirement and Architecture Management System.
RE
Abdullatif AlShriaf, Hans-Martin Heyn, Eric Knauss
2024 J jnl
Automated Configuration Synthesis for Machine Learning Models: A git-Based Requirement and Architecture Management System.
CoRR
Abdullatif AlShriaf, Hans-Martin Heyn, Eric Knauss
2024 J jnl
Identifying and managing data quality requirements: a design science study in the field of automated driving.
Softw. Qual. J.
Shameer Kumar Pradhan, Hans-Martin Heyn, Eric Knauss
2024 J jnl
Requirements and software engineering for automotive perception systems: an interview study.
Requir. Eng.
Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li
2023 J jnl
A compositional approach to creating architecture frameworks with an application to distributed AI systems.
J. Syst. Softw.
Hans-Martin Heyn, Eric Knauss, Patrizio Pelliccione
2023 B conf
An Investigation of Challenges Encountered When Specifying Training Data and Runtime Monitors for Safety Critical ML Applications.
REFSQ
Hans-Martin Heyn, Eric Knauss, Iswarya Malleswaran, Shruthi Dinakaran
2023 J jnl
An investigation of challenges encountered when specifying training data and runtime monitors for safety critical ML applications.
CoRR
Hans-Martin Heyn, Eric Knauss, Iswarya Malleswaran, Shruthi Dinakaran
2023 B conf
Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges.
CAIN
Hans-Martin Heyn, Khan Mohammad Habibullah, Eric Knauss, Jennifer Horkoff, Markus Borg, Alessia Knauss, Polly Jing Li
2023 J jnl
Automotive Perception Software Development: An Empirical Investigation into Data, Annotation, and Ecosystem Challenges.
CoRR
Hans-Martin Heyn, Khan Mohammad Habibullah, Eric Knauss, Jennifer Horkoff, Markus Borg, Alessia Knauss, Polly Jing Li
2023 B conf
Requirements Engineering for Automotive Perception Systems: An Interview Study.
REFSQ
Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li
2023 J jnl
Requirements Engineering for Automotive Perception Systems: an Interview Study.
CoRR
Khan Mohammad Habibullah, Hans-Martin Heyn, Gregory Gay, Jennifer Horkoff, Eric Knauss, Markus Borg, Alessia Knauss, Håkan Sivencrona, Polly Jing Li
2023 J jnl
VEDLIoT - Next generation accelerated AIoT systems and applications.
CoRR
Kevin Mika, René Griessl, Nils Kucza, Florian Porrmann, Martin Kaiser, Lennart Tigges, Jens Hagemeyer, Pedro Trancoso, Muhammad Waqar Azhar, Fareed Qararyah, Stavroula Zouzoula, Jämes Ménétrey, Marcelo Pasin, Pascal Felber, Carina Marcus, Oliver Brunnegård, Olof Eriksson, Hans Salomonsson, Daniel Ödman, Andreas Ask, António Casimiro, Alysson Bessani, Tiago Carvalho, Karol Gugala, Piotr Zierhoffer, Grzegorz Latosinski, Marco Tassemeier, Mario Porrmann, Hans-Martin Heyn, Eric Knauss, Yufei Mao, Franz Meierhöfer
2023 — conf
VEDLIoT: Next generation accelerated AIoT systems and applications.
CF
Kevin Mika, René Griessl, Nils Kucza, Florian Porrmann, Martin Kaiser, Lennart Tigges, Jens Hagemeyer, Pedro Trancoso, Muhammad Waqar Azhar, Fareed Qararyah, Stavroula Zouzoula, Jämes Ménétrey, Marcelo Pasin, Pascal Felber, Carina Marcus, Oliver Brunnegård, Olof Eriksson, Hans Salomonsson, Daniel Ödman, Andreas Ask, António Casimiro, Alysson Bessani, Tiago Carvalho, Karol Gugala, Piotr Zierhoffer, Grzegorz Latosinski, Marco Tassemeier, Mario Porrmann, Hans-Martin Heyn, Eric Knauss, Yufei Mao, Franz Meierhöfer
2022 J jnl
A Compositional Approach to Creating Architecture Frameworks with an Application to Distributed AI Systems.
CoRR
Hans-Martin Heyn, Eric Knauss, Patrizio Pelliccione
2022 — conf
AIRE 2022: 9th International Workshop on Artificial Intelligence and Requirements Engineering.
RE Workshops
Alessio Ferrari, Hans-Martin Heyn, Mehrdad Sabetzadeh
2022 B conf
Setting AI in Context: A Case Study on Defining the Context and Operational Design Domain for Automated Driving.
REFSQ
Hans-Martin Heyn, Padmini Subbiah, Jennifer Linder, Eric Knauss, Olof Eriksson
2022 J jnl
Setting AI in context: A case study on defining the context and operational design domain for automated driving.
CoRR
Hans-Martin Heyn, Padmini Subbiah, Jennifer Linder, Eric Knauss, Olof Eriksson
2022 B conf
Structural causal models as boundary objects in AI system development.
CAIN
Hans-Martin Heyn, Eric Knauss
2022 J jnl
The Secret to Better AI and Better Software (Is Requirements Engineering).
IEEE Softw.
Nelly Bencomo, Jin L. C. Guo, Rachel Harrison, Hans-Martin Heyn, Tim Menzies
2022 A conf
VEDLIoT: Very Efficient Deep Learning in IoT.
DATE
Martin Kaiser, René Griessl, Nils Kucza, Carola Haumann, Lennart Tigges, Kevin Mika, Jens Hagemeyer, Florian Porrmann, Ulrich Rückert, Micha vor dem Berge, Stefan Krupop, Mario Porrmann, Marco Tassemeier, Pedro Trancoso, Fareed Qararyah, Stavroula Zouzoula, António Casimiro, Alysson Neves Bessani, José Cecílio, Stefan Andersson, Oliver Brunnegård, Olof Eriksson, Roland Weiss, Franz Meierhöfer, Hans Salomonsson, Elaheh Malekzadeh, Daniel Ödman, Anum Khurshid, Pascal Felber, Marcelo Pasin, Valerio Schiavoni, Jämes Ménétrey, Karol Gugala, Piotr Zierhoffer, Eric Knauss, Hans-Martin Heyn
2022 J jnl
VEDLIoT: Very Efficient Deep Learning in IoT.
CoRR
Martin Kaiser, René Griessl, Nils Kucza, Carola Haumann, Lennart Tigges, Kevin Mika, Jens Hagemeyer, Florian Porrmann, Ulrich Rückert, Micha vor dem Berge, Stefan Krupop, Mario Porrmann, Marco Tassemeier, Pedro Trancoso, Fareed Qararyah, Stavroula Zouzoula, António Casimiro, Alysson Bessani, José Cecílio, Stefan Andersson, Oliver Brunnegård, Olof Eriksson, Roland Weiss, Franz Meierhöfer, Hans Salomonsson, Elaheh Malekzadeh, Daniel Ödman, Anum Khurshid, Pascal Felber, Marcelo Pasin, Valerio Schiavoni, Jämes Ménétrey, Karol Gugula, Piotr Zierhoffer, Eric Knauss, Hans-Martin Heyn
2021 — conf
Requirement Engineering Challenges for AI-intense Systems Development.
WAIN@ICSE
Hans-Martin Heyn, Eric Knauss, Amna Pir Muhammad, Olof Eriksson, Jennifer Linder, Padmini Subbiah, Shameer Kumar Pradhan, Sagar Tungal
2021 J jnl
Requirement Engineering Challenges for AI-intense Systems Development.
CoRR
Hans-Martin Heyn, Eric Knauss, Amna Pir Muhammad, Olof Eriksson, Jennifer Linder, Padmini Subbiah, Shameer Kumar Pradhan, Sagar Tungal
2013 J jnl
Modellierung und Regelung eines hydraulischen HIL-Simulators zum Test von Herzunterstützungssystemen / Modeling and Control of a Hydraulic Simulator for Ventricular Assist Device Testing.
Autom.
Stefanie Heinke, Sebastian Schwandtner, Christian Costante, Hans-Martin Heyn, Christian Brendle, Steffen Leonhardt, Marian Walter