Publications

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Saifullah Saifullah; Dominique Mercier; Adriano Lucieri; Andreas Dengel; Sheraz Ahmed
The privacy-explainability trade-off: unraveling the impacts of differential privacy and federated learning on attribution methods
In: Frontiers in Artificial Intelligence (Front. Artif. Intell.), Vol. 7, Pages 1-26, Frontiers, 7/2024.
Gregor Duwe; Dominique Mercier; Crispin Wiesmann; Verena Kauth; Kerstin Moench; Markus Junker; Christopher C. M. Neumann; Axel Haferkamp; Andreas Dengel; Thomas Höfner
Challenges and perspectives in use of artificial intelligence to support treatment recommendations in clinical oncology
In: John Wiley (Hrsg.). Cancer Medicine, Vol. 13, No. 12, Pages 1-13, Wiley, 6/2024.
Saifullah Saifullah; Dominique Mercier; Stefan Agne; Andreas Dengel; Sheraz Ahmed
Towards privacy preserved document image classification: a comprehensive benchmark
In: International Journal on Document Analysis and Recognition (IJDAR), Vol. Special Issue Paper, Springer Nature, 2024.
Dominique Mercier; Andreas Dengel; Sheraz Ahmed
From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification
In: Applied Intelligence (APIN), Vol. July 2024, Pages 1-15, Springer Nature, 7/2023.
Dominique Mercier; Syed Tahseen Raza Rizvi; Vikas Rajashekar; Sheraz Ahmed; Andreas Dengel
Utilizing Out-Domain Datasets to Enhance Multi-Task Citation Analysis
In: Agents and Artificial Intelligence. International Conference on Agents and Artificial Intelligence (ICAART), Pages 113-134, LNCS, Vol. 13251, ISBN …
Dominique Mercier; Andreas Dengel; Sheraz Ahmed
TimeREISE: Time-series Randomized Evolving Input Sample Explanation
In: Sensors - Open Access Journal (Sensors), Vol. 22, Pages 1-19, MDPI, 5/2022.
Dominique Mercier; Adriano Lucieri; Mohsin Munir; Andreas Dengel; Sheraz Ahmed
PPML-TSA: A modular privacy-preserving time series classification framework
In: Software Impacts (SIMPA), Vol. 1, Pages 1-10, Elsevier, 4/2022.
Dominique Mercier; Jwalin Bhatt; Andreas Dengel; Sheraz Ahmed
Time to Focus: A Comprehensive Benchmark Using Time Series Attribution Methods
In: INSTICC (Hrsg.). Proceedings of the 14th International Conference on Agents and Artificial Intelligence. International Conference on Agents and …
Shoaib Ahmed Siddiqui; Dominique Mercier; Andreas Dengel; Sheraz Ahmed
TSInsight: A local-global attribution framework for interpretability in time-series data
In: Sensors - Open Access Journal (Sensors), Vol. 21, Pages 1-16, MDPI, 11/2021.
Dominique Mercier; Adriano Lucieri; Mohsin Munir; Andreas Dengel; Sheraz Ahmed
Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification
In: IEEE Transactions on Industrial Informatics, Vol. 18, No. 11, Pages 7834-7842, IEEE, 11/2021.

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