Publications

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Malte Luttermann; Ralf Möller; Marcel Gehrke
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.
Nele Brügge; Alexandra Korda; Stefan Borgwardt; Christina Andreou; Giorgos Giannakakis; Heinz Handels
Bag-Level Multiple Instance Learning for Acute Stress Detection from Video Data
In: Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - HEALTHINF. International Conference on Health Informatics (HEALTHINF-2025), February 19-22, Porto, Portugal, ISBN 978-989-758-731-3, SciTePress, 2025.
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.
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.
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.
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.
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.
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.
Malte Luttermann; Ralf Möller; Marcel Gehrke
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.
Nele Brügge; Esfandiar Mohammadi; Alexander Münchau; Tobias Bäumer; Christian Frings; Christian Beste; Veit Roessner; Heinz Handels
Towards Privacy and Utility in Tourette Tic Detection Through Pretraining Based on Publicly Available Video Data of Healthy Subjects
In: IEEE ICASSP 2023 - Conference Proceedings. International Conference on Acoustics, Speech and Signal Processing (ICASSP-2023), June 4-10, Rhodes Island, Greece, ISBN 978-1-7281-6328-4, IEEE, 2023.