AI in Medical Image and Signal Processing

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1. Malte Luttermann; Tanya Braun; Ralf Möller; Marcel Gehrke

   Estimating Causal Effects in Partially Directed Parametric Causal Factor Graphs

   In: Sébastien Destercke; Maria Vanina Martinez; Giuseppe Sanfilippo (Hrsg.). Proceedings of the Sixteenth International Conference on Scalable Uncertainty Management. International Conference on Scalable Uncertainty Management (SUM-2024), November 27-29, Palermo, Italy, Pages 265-280, Vol. 15350, Springer, 11/2024.

2. Marco Maass; Tobias Kluth; Christine Droigk; Hannes Albers; Konrad Scheffler; Alfred Mertins; Tobias Knopp

   Equilibrium Model With Anisotropy for Model-Based Reconstruction in Magnetic Particle Imaging

   In: IEEE Transactions on Computational Imaging, Vol. 10, Pages 1588-1601, IEEE, 11/2024.

3. Malte Luttermann; Johann Machemer; Marcel Gehrke

   Efficient Detection of Commutative Factors in Factor Graphs

   In: Proceedings of the Twelfth International Conference on Probabilistic Graphical Models (PGM-2024). International Conference on Probabilistic Graphical Models (PGM-2024), September 11-13, Nijmegen, Netherlands, Pages 38-56, Vol. 246, PMLR, 9/2024.

4. Malte Luttermann; Ralf Möller; Mattis Hartwig

   Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models

   In: Andreas Hotho; Sebastian Rudolph (Hrsg.). Proceedings of the Forty-Seventh German Conference on Artificial Intelligence. German Conference on Artificial Intelligence (KI-2024), September 25-27, Würzburg, Germany, Pages 175-189, Vol. 14992, Springer, 8/2024.

5. Sebastian Germer; Christiane Rudolph; Louisa Labohm; Alexander Katalinic; Natalie Rath; Katharina Rausch; Bernd Holleczek; AI-Care Working Group; Heinz Handels

   Survival analysis for lung cancer patients: A comparison of Cox regression and machine learning models

   In: International Journal of Medical Informatics (IJMEDI), Vol. 191, Pages 105607-105607, Elsevier, 8/2024.

6. Sebastian Germer; Christiane Rudolph; Alexander Katalinic; Natalie Rath; Katharina Rausch; Heinz Handels

   KI-basierte Analyse von Krebsregisterdaten

   In: Anja Mehnert-Theuerkauf (Hrsg.). Forum - Das offizielle Magazin der Deutschen Krebsgesellschaft e.V. Pages 1-5, Springer Nature, 6/2024.

7. Sofija Engelson; Jan Ehrhardt; Timo Kepp; Joshua Niemeijer; Heinz Handels

   LNQ Challenge 2023: Learning Mediastinal Lymph Node Segmentation with a Probabilistic Lymph Node Atlas

   In: ArXiv e-prints (arxiv), Vol. arXiv:2406.03984, Pages 1-17, arXiv, 6/2024.

8. Malte Luttermann; Johann Machemer; Marcel Gehrke

   Efficient Detection of Exchangeable Factors in Factor Graphs

   In: Proceedings of the Thirty-Seventh International FLAIRS Conference. International FLAIRS Conference (FLAIRS-2024), May 19-21, Miramar Beach, FL, USA, Vol. 37, Florida Online Journals, 5/2024.

9. Robert Simon Schiff; Sebastian Wolfrum; Ralf Möller; Mattis Hartwig

   Using Data Synthesis to Improve Length of Stay Predictions for Patients with Rare Diagnoses

   In: The International FLAIRS Conference Proceedings, Vol. 37 (2024) - Special Track: AI in Healthcare Informatics, No. 1, Pages 1-8, The Florida Artificial Intelligence Society, Florida, 5/2024.

10. Jan Ehrhardt; Hristina Uzunova; Paul Kaftan; Julia Krüger; Roland Opfer; Heinz Handels

    Focused unsupervised image registration for structure-specific population analysis

    In: Proceedings Medical Imaging 2024: Computer-Aided Diagnosis. SPIE Medical Imaging (SPIE-2024), San Diego, CA, USA, Pages 587-592, Vol. 12927, SPIE, 4/2024.

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