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Publications

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  1. Lifting Factor Graphs with Some Unknown Factors for New Individuals

    In: Zied Bouraoui; Srdjan Vesic (Hrsg.). International Journal of Approximate Reasoning (IJAR), Vol. 179, No. 04/2025 (article 109371), Pages 1-28, Elsevier, 4/2025.

  2. 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.

  3. 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.

  4. Malte Luttermann; Mattis Hartwig; Tanya Braun; Ralf Möller; Marcel Gehrke

    Lifted Causal Inference in Relational Domains

    In: Proceedings of the Third Conference on Causal Learning and Reasoning (CLeaR-24). Conference on Causal Learning and Reasoning (CLeaR-2024), April 1-3, Los Angeles, CA, USA, Pages 827-842, Vol. 236, PMLR, 5/2024.

  5. 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.

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

    Colour Passing Revisited: Lifted Model Construction with Commutative Factors

    In: Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence (AAAI-2024), February 20-27, Vancouver, Canada, Pages 20500-20507, Vol. 38, AAAI Press, 3/2024.

  7. Aggregating Predicted Individual Hospital Length of Stay to Predict Bed Occupancy for Hospitals

    In: Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies. International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC-2024), February 21-23, Rome, Italy, Pages 175-184, Vol. 2, ISBN 978-989-758-688-0, SciTePress, 2024.

  8. Lifting Factor Graphs with Some Unknown Factors

    In: Zied Bouraoui; Said Jabbour; Srdjan Vesic (Hrsg.). Proceedings of the Seventeenth European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty. European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU-2023), September 19-22, Arras, France, Pages 337-347, Vol. 14294, Springer, 11/2023.

  9. Melle Mendikowski; Benjamin Schindler; Thomas Schmid; Ralf Möller; Mattis Hartwig (Hrsg.)

    Improved Techniques for Training Tabular GANs Using Cramer´s V Statistics

    Canadian Conference on Artificial Intelligence (AI-2023), located at The 36th Canadian Conference on Artificial Intelligence, June 5-9, Montreal, Quebec, Canada, Canadian Artificial Intelligence Association, 6/2023.

  10. Mareike Stender; Mattis Hartwig; Tanya Braun; Ralf Möller

    Increasing State Estimation Accuracy in the Inference Algorithm on a Hybrid Factor Graph Model

    In: Proceedings of FLAIRS-35. International FLAIRS Conference (FLAIRS-35), May 15-18, Florida, FL, USA, Page 6, Vol. 35 (2022), Florida Online Journals, 5/2022.