Christoph Düsing

According to our database, Christoph Düsing authored at least 20 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Do Metrics for Counterfactual Explanations Align with User Perception?

Felix Liedeker, Basil Ell, Philipp Cimiano, Christoph Düsing

CoRR, March, 2026

Toward Improved Time-Series Explanations for Federated Learning in Healthcare.

Christoph Düsing, Philipp Cimiano

Proceedings of the Advances in Intelligent Data Analysis XXIV, 2026

2025

Leveraging local data sampling strategies to improve federated learning.

Christoph Düsing, Philipp Cimiano, Benjamin Paaßen

Int. J. Data Sci. Anal., September, 2025

Distribution-Controlled Client Selection to Improve Federated Learning Strategies.

Christoph Düsing, Philipp Cimiano

CoRR, September, 2025

Federated Markov Imputation: Privacy-Preserving Temporal Imputation in Multi-Centric ICU Environments.

Christoph Düsing, Philipp Cimiano

CoRR, September, 2025

Federated Learning Platforms for Dynamic and Value-Driven Participation in Privacy-Preserving Machine Learning.

Christoph Düsing

PhD thesis, 2025

Modeling higher-order social influence using multi-head graph attention autoencoder.

Elnaz Meydani, Christoph Düsing, Matthias Trier

Inf. Syst., 2025

Rethinking federated learning as a digital platform for dynamic and value-driven participation.

Christoph Düsing, Philipp Cimiano

Future Gener. Comput. Syst., 2025

Towards Lightweight Input Control for Cross-Device Federated Learning With Dynamic Participation.

Christoph Düsing, Philipp Cimiano

Proceedings of the Federated Learning and Edge AI for Privacy and Mobility, 2025

SHAP-FL: Improving Explainability for Multicentric Sepsis Onset Prediction Through Background Dataset Synthesis.

Christoph Düsing, Philipp Cimiano

Proceedings of the Artificial Intelligence in Medicine - 23rd International Conference, 2025

Improving Early Sepsis Onset Prediction Through Federated Learning.

Christoph Düsing, Philipp Cimiano

Proceedings of the Artificial Intelligence for Biomedical Data, 2025

2024

Integrating federated learning for improved counterfactual explanations in clinical decision support systems for sepsis therapy.

Christoph Düsing, Philipp Cimiano, Sebastian Rehberg, Christiane Scherer, Olaf Kaup, Christiane Köster, Stefan Hellmich, Daniel Herrmann, Kirsten Laura Meier, Simon Claßen, Rainer Borgstedt

Artif. Intell. Medicine, 2024

An Empirical Investigation of Users' Assessment of XAI Explanations: Identifying the Sweet Spot of Explanation Complexity and Value.

Felix Liedeker, Christoph Düsing, Marcel Nieveler, Philipp Cimiano

Proceedings of the Joint Proceedings of the xAI 2024 Late-breaking Work, 2024

Monitoring Concept Drift in Continuous Federated Learning Platforms.

Christoph Düsing, Philipp Cimiano

Proceedings of the Advances in Intelligent Data Analysis XXII, 2024

Design of an Explainable Input Control for Cross-Company Federated Learning.

Christoph Düsing, Marco Röder, Frédéric Thiesse, Philipp Cimiano

Proceedings of the 32nd European Conference on Information Systems, 2024

Leveraging Local Data Sampling Strategies to Improve Federated Learning (Extended Abstract).

Christoph Düsing, Philipp Cimiano, Benjamin Paaßen

Proceedings of the 11th IEEE International Conference on Data Science and Advanced Analytics, 2024

2023

Federated Learning to Improve Counterfactual Explanations for Sepsis Treatment Prediction.

Christoph Düsing, Philipp Cimiano

Proceedings of the Artificial Intelligence in Medicine, 2023

2022

The "Black Box" of Social Commerce Platforms - A Closer Look at Users' Activities.

Elnaz Meydani, Christoph Düsing, Annamaria Fedrau, Matthias Trier

Proceedings of the WI for Grand Challenges, 2022

On the Trade-off Between Benefit and Contribution for Clients in Federated Learning in Healthcare.

Christoph Düsing, Philipp Cimiano

Proceedings of the 21st IEEE International Conference on Machine Learning and Applications, 2022

2021

Towards a Trust-aware Item Recommendation System on a Graph Autoencoder with Attention Mechanism.

Elnaz Meydani, Christoph Düsing, Matthias Trier

Proceedings of the Innovation durch Informationssysteme, 2021