Malte Luttermann

- Research Assistant -

Ratzeburger Allee 160
23562 Lübeck
Gebäude 64, 2. OG, Raum 34

Email:	luttermann(at)ifis.uni-luebeck.de
Phone:	+49 451 3101 5708
Fax:	+49 451 3101 5704

Curriculum Vitae

From 01.07.2023: External PhD student at University of Lübeck and researcher at DFKI Lübeck
01.10.2021 – 30.06.2023: Research assistant at the Institute of Information Systems at Universität zu Lübeck

September 2021 – M.Sc. in Computer Science, Universität zu Lübeck
October 2019 – B.Sc. in Computer Science, Universität zu Lübeck

Research Interests

Causal Models
Machine Learning
Probabilistic Graphical Models
Relational Models

Teaching

Exercises

Non-Standard Databases and Data Mining (BA 5. semester, German, 2ex, winter term 2021/22, winter term 2022/23)
Algorithms and Data Structures (BA 2. semester, German, 2ex, summer term 2022 in collaboration with Magnus Bender)

Publications

2024

Malte Luttermann, Tanya Braun, Ralf Möller, and Marcel Gehrke,
Estimating Causal Effects in Partially Directed Parametric Causal Factor Graphs, in Proceedings of the Sixteenth International Conference on Scalable Uncertainty Management (SUM-2024) , Springer, Nov.2024. pp. 265--280.

DOI:

https://doi.org/10.1007/978-3-031-76235-2_20

File:

Dateilink

Bibtex:

@inproceedings{LuBrMoGe24,
    author    = {Malte Luttermann and Tanya Braun and Ralf Möller and Marcel Gehrke},
    title     = {{Estimating Causal Effects in Partially Directed Parametric Causal Factor Graphs}},
    booktitle = {Proceedings of the Sixteenth International Conference on Scalable Uncertainty Management (SUM-2024)},
    year      = {2024},
    pages     = {265--280},
    publisher = {Springer},
}

Malte Luttermann, Johann Machemer, and Marcel Gehrke,
Efficient Detection of Commutative Factors in Factor Graphs, PMLR, 092024.

Weblink:

https://proceedings.mlr.press/v246/luttermann24a.html

File:

Dateilink

Bibtex:

@inproceedings{LuMaGe24b,
	author    = {Malte Luttermann and Johann Machemer and Marcel Gehrke},
	title     = {{Efficient Detection of Commutative Factors in Factor Graphs}},
	booktitle = {Proceedings of the Twelfth International Conference on Probabilistic Graphical Models (PGM-2024)},
	year      = {2024},
	volume    = {246},
	pages     = {38--56},
	publisher = {{PMLR}},
	url       = {https://proceedings.mlr.press/v246/luttermann24a.html}
}

Malte Luttermann, Ralf Möller, and Mattis Hartwig,
Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models, in Proceedings of the Forty-Seventh German Conference on Artificial Intelligence (KI-2024) , Springer, 082024. pp. 175--189.

DOI:

https://doi.org/10.1007/978-3-031-70893-0_13

File:

Dateilink

Bibtex:

@inproceedings{LuMoHa24,
    author    = {Malte Luttermann and Ralf Möller and Mattis Hartwig},
    title     = {{Towards Privacy-Preserving Relational Data Synthesis via Probabilistic Relational Models}},
    booktitle = {Proceedings of the Forty-Seventh German Conference on Artificial Intelligence (KI-2024)},
    year      = {2024},
    pages     = {175--189},
    publisher = {Springer}
}

Tim Schulz, Malte Luttermann, and Ralf Möller,
AutoRAG: Grounding Text and Symbols, German Journal of Artificial Intelligence , 07 2024. Springer.

DOI:

https://doi.org/10.1007/s13218-024-00850-z

Bibtex:

@article{ScLuMo24,
  author    = {Tim Schulz and Malte Luttermann and Ralf Möller},
  title     = {AutoRAG: Grounding Text and Symbols},
  journal   = {German Journal of Artificial Intelligence},
  year      = {2024},
  publisher = {Springer},
  doi       = {https://doi.org/10.1007/s13218-024-00850-z}
}

Malte Luttermann, Johann Machemer, and Marcel Gehrke,
Efficient Detection of Exchangeable Factors in Factor Graphs, in Proceedings of the Thirty-Seventh International FLAIRS Conference (FLAIRS-24) , Florida Online Journals, 052024.

Weblink:

https://journals.flvc.org/FLAIRS/article/view/135518

File:

Dateilink

Bibtex:

@inproceedings{LuMaGe24,
  author    = {Malte Luttermann and Johann Machemer and Marcel Gehrke},
  title     = {Efficient Detection of Exchangeable Factors in Factor Graphs},
  booktitle = {Proceedings of the Thirty-Seventh International FLAIRS Conference (FLAIRS-24)},
  year      = {2024},
  volume    = {37},
  publisher = {Florida Online Journals},
  url       = {https://journals.flvc.org/FLAIRS/article/view/135518},
}

Malte Luttermann, Edgar Baake, Juljan Bouchagiar, Benjamin Gebel, Philipp Grüning, Dilini Manikwadura, Franziska Schollemann, Elisa Teifke, Philipp Rostalski, and Ralf Möller,
Automated Computation of Therapies Using Failure Mode and Effects Analysis in the Medical Domain, German Journal of Artificial Intelligence , 04 2024. Springer.

DOI:

https://doi.org/10.1007/s13218-023-00810-z

File:

Dateilink

Bibtex:

@article{LuBaBoGeGrMaScTeRoMo24,
  author    = {Malte Luttermann and Edgar Baake and Juljan Bouchagiar and Benjamin Gebel and Philipp Grüning and Dilini Manikwadura and Franziska Schollemann and Elisa Teifke and Philipp Rostalski and Ralf Möller},
  title     = {Automated Computation of Therapies Using Failure Mode and Effects Analysis in the Medical Domain},
  journal   = {German Journal of Artificial Intelligence},
  year      = {2024},
  publisher = {Springer},
  doi       = {https://doi.org/10.1007/s13218-023-00810-z}
}

Malte Luttermann, Mattis Hartwig, Tanya Braun, Ralf Möller, and Marcel Gehrke,
Lifted Causal Inference in Relational Domains, PMLR, 042024.

Weblink:

https://proceedings.mlr.press/v236/luttermann24a.html

File:

Dateilink

Bibtex:

@inproceedings{LuHaBrMoGe24,
  author    = {Malte Luttermann and Mattis Hartwig and Tanya Braun and Ralf Möller and Marcel Gehrke},
  title     = {Lifted Causal Inference in Relational Domains},
  booktitle = {Proceedings of the Third Conference on Causal Learning and Reasoning (CLeaR-24)},
  year      = {2024},
  volume    = {236},
  pages     = {827--842},
  publisher = {PMLR},
  url       = {https://proceedings.mlr.press/v236/luttermann24a.html},
}

Malte Luttermann, Tanya Braun, Ralf Möller, and Marcel Gehrke,
Colour Passing Revisited: Lifted Model Construction with Commutative Factors, in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI-24) , AAAI Press, 022024.

DOI:

https://doi.org/10.1609/aaai.v38i18.30034

File:

Dateilink

Bibtex:

@inproceedings{LuBrMoGe24,
    author    = {Malte Luttermann and Tanya Braun and Ralf M\"oller and Marcel Gehrke},
    title     = {{Colour Passing Revisited: Lifted Model Construction with Commutative Factors}},
    booktitle = {Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence     (AAAI-24)},
    year      = {2024},
    volume    = {38},
    pages     = {20500--20507},
    publisher = {{AAAI} Press},
    doi       = {https://doi.org/10.1609/aaai.v38i18.30034},
}

2023

Malte Luttermann, Ralf Möller, and Marcel Gehrke,
Lifting Factor Graphs with Some Unknown Factors, in Proceedings of the Seventeenth European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU-23) , Springer, Nov.2023. pp. 337--347.

DOI:

https://doi.org/10.1007/978-3-031-45608-4_25

File:

Dateilink

Bibtex:

@inproceedings{LuMoGe23,
  author    = {Malte Luttermann and Ralf Möller and Marcel Gehrke},
  title     = {Lifting Factor Graphs with Some Unknown Factors},
  booktitle = {Proceedings of the Seventeenth European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU-23)},
  year      = {2023},
  volume    = {14294},
  pages     = {337--347},
  publisher = {Springer},
  doi       = {https://doi.org/10.1007/978-3-031-45608-4_25},
}

Malte Luttermann, Marcel Wienöbst, and Maciej Liskiewicz,
Practical Algorithms for Orientations of Partially Directed Graphical Models, in Proceedings of the Second Conference on Causal Learning and Reasoning (CLeaR-23) , PMLR, 082023. pp. 259--280.

Weblink:

https://proceedings.mlr.press/v213/luttermann23a.html

File:

Dateilink

Bibtex:

@inproceedings{LuWiLi23,
  author    = {Malte Luttermann and Marcel Wienöbst and Maciej Li\'skiewicz},
  title     = {Practical Algorithms for Orientations of Partially Directed Graphical Models},
  booktitle = {Proceedings of the Second Conference on Causal Learning and Reasoning (CLeaR-23)},
  year      = {2023},
  volume    = {213},
  pages     = {259--280},
  publisher = {PMLR},
  url       = {https://proceedings.mlr.press/v213/luttermann23a.html}
}

Marcel Wienöbst, Malte Luttermann, Max Bannach, and Maciej Liskiewicz,
Efficient Enumeration of Markov Equivalent DAGs, in Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI-23) , AAAI Press, 062023. pp. 12313--12320.

DOI:

https://doi.org/10.1609/aaai.v37i10.26451

File:

Dateilink

Bibtex:

@inproceedings{WiLuBaLi23,
  author    = {Marcel Wienöbst and Malte Luttermann and Max Bannach and Maciej Li\'skiewicz},
  title     = {Efficient Enumeration of Markov Equivalent DAGs},
  booktitle = {Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI-23)},
  year      = {2023},
  volume    = {37},
  pages     = {12313--12320},
  publisher = {AAAI Press},
  doi       = {https://doi.org/10.1609/aaai.v37i10.26451},
}