Jun.-Prof. Dr. rer. nat. Tanya Braun

- Alumni, former Research Assistant -




ACHTUNG: Am 1. November 2021 bin ich zur WWU Münster gewechselt (Mitteilung der WWU Münster).

Mein neuer Internetauftritt findet sich hier: https://www.uni-muenster.de/Informatik.AGBraun/

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Publikationen am IFIS
Alle:DBLP
Alle:Google Scholar
Alle:Semantic Scholar

CV

Forschungsinteressen

Meine Forschungsinteressen liegen hauptsächlich in den genannten Themenbereichen:

  • Statistisch-relationale KI (Statistical relational AI, StarAI), besonders probabilistische Inferenz in relationalen Domänen
  • Textverständnis, besonders Annotationen und Kontextdarstellungen
  • mensch-bewusste KI, besonders Online Entscheidungen durch mensch-bewusste Agenten

Meine Doktorarbeit gehört zum Bereich StarAI und hat den Lifted Junction Tree Algorithmus (LJT) als zentrales Thema. Nähere Informationen zu LJT finden Sie hier.

Lehre

Meine aktuelle Lehrtätigkeit finden Sie hier.

Vorlesung

Übungsleitung 

Wissenschaftliche Aktivitäten

Herausgeberschaft

Organisation

Eingeladene Vorträge

Tutorials 

Folien für Konferenz/Workshop-Papiere (für Papiere, bei denen ich den Vortrag gehalten habe; der Name des Links bezieht sich auf den Titel des Papiers)

Reviews 

  • Konferenzen (PCs): AAAI, ECML, ICCS, IJCAI, ISWC, KI, KR, AISTATS
  • Workshops: DL, FCR
  • Journals: BDRJAIRKAISML

Studentische Projekte

  • Moritz Hoffmann: Aufbereitung des Projektscodes für LJT und LDJT; siehe LJT Implementierung und LDJT Implementierung.
  • Florian Marwitz: Kompaktifizierung von lokalen Verteilungen zur Generierung von Regeln.
  • Tristan Potten: Framework zum Benchmarken von Algorithmen zur Anfragebeantwortung in probabilistischen Modellen von der Generieren der Modelle bis zur Sammlung von Statistikwerten; siehe GitHub-Projekt und Veröffentlichung.

Publikationen

2018

Marcel Gehrke, Tanya Braun, and Ralf Möller,
Preventing Unnecessary Groundings in the Lifted Dynamic Junction Tree Algorithm, in Proceedings of the AI 2018: Advances in Artificial Intelligence , Springer, Dec.2018. pp. 556--562.
DOI:https://doi.org/10.1007/978-3-030-03991-2_51
ISBN:978-3-030-03991-2
File: 1807.00744
Bibtex: BibTeX
@inproceedings{GehBrMo18e,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Preventing Unnecessary Groundings in the Lifted Dynamic Junction Tree Algorithm}}, 
  booktitle = {Proceedings of the AI 2018: Advances in Artificial Intelligence}, 
  year = {2018},
  pages={556--562},
  publisher = {Springer},
  isbn={978-3-030-03991-2},
  doi={https://doi.org/10.1007/978-3-030-03991-2_51}
}
Marcel Gehrke, Tanya Braun, and Ralf Möller,
Towards Preventing Unnecessary Groundings in the Lifted Dynamic Junction Tree Algorithm, in Proceedings of KI 2018: Advances in Artificial Intelligence , Springer, Sep.2018. pp. 38--45.
DOI:https://doi.org/10.1007/978-3-030-00111-7_4
ISBN:978-3-030-00111-7
Bibtex: BibTeX
@inproceedings{GehBrMo18c,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Towards Preventing Unnecessary Groundings in the Lifted Dynamic Junction Tree Algorithm}}, 
  booktitle = {Proceedings of {KI} 2018: Advances in Artificial Intelligence}, 
  year = {2018},
  pages={38--45},
  publisher = {Springer},
  doi = {https://doi.org/10.1007/978-3-030-00111-7_4},
  isbn={978-3-030-00111-7}
}
Tanya Braun, and Ralf Möller,
Fusing First-order Knowledge Compilation and the Lifted Junction Tree Algorithm, in Proceedings of KI 2018: Advances in Artificial Intelligence , Springer, Sep.2018. pp. 24--37.
DOI:https://doi.org/10.1007/978-3-030-00111-7_3
ISBN:978-3-030-00110-0
File: 1807.00743
Bibtex: BibTeX
@inproceedings{BraMo18d,
  author = {Tanya Braun and Ralf M\"oller}, 
  title = {{Fusing First-order Knowledge Compilation and the Lifted Junction Tree Algorithm}}, 
  booktitle = {Proceedings of {KI} 2018: Advances in Artificial Intelligence}, 
  year = {2018},
  pages = {24--37},
  publisher = {Springer},
  isbn = {978-3-030-00110-0},
  doi = {https://doi.org/10.1007/978-3-030-00111-7_3}
}
Marcel Gehrke, Tanya Braun, and Ralf Möller,
Answering Hindsight Queries with Lifted Dynamic Junction Trees, in 8th International Workshop on Statistical Relational AI at the 27th International Joint Conference on Artificial Intelligence , 072018.
File: 1807.01586
Bibtex: BibTeX
@inproceedings{GehBrMo18b,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Answering Hindsight Queries with Lifted Dynamic Junction Trees}}, 
  booktitle = {8th International Workshop on Statistical Relational AI at the 27th International Joint Conference on Artificial Intelligence}, 
  year = {2018},
  url = {https://arxiv.org/abs/1807.01586}
}
Tanya Braun, and Ralf Möller,
Lifted Most Likely Explanation, in Proceedings of the International Conference on Conceptual Structures , Springer, 072018.
Bibtex: BibTeX
@inproceedings{BraMo18a,
  author={Tanya Braun and Ralf M{\"o}ller},
  title={{Lifted Most Likely Explanation}},
  booktitle={Proceedings of the International Conference on Conceptual Structures},
  year={2018},
  publisher={Springer}
}
Tanya Braun, and Ralf Möller,
Parameterised Queries and Lifted Query Answering, in IJCAI-18 Proceedings of the 27th International Joint Conference on Artificial Intelligence , International Joint Conferences on Artificial Intelligence Organization, Jul.2018. pp. 4980--4986.
DOI:https://doi.org/10.24963/ijcai.2018/691
Bibtex: BibTeX
@inproceedings{BraMo18b,
  author = {Tanya Braun and Ralf M\"oller},
  title = {{Parameterised Queries and Lifted Query Answering}},
  booktitle = {IJCAI-18 Proceedings of the 27th International Joint Conference on Artificial Intelligence},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},             
  pages = {4980--4986},
  year = {2018},
  doi = {https://doi.org/10.24963/ijcai.2018/691}
}
Marcel Gehrke, Tanya Braun, Ralf Möller, Alexander Waschkau, Christoph Strumann, and Jost Steinhäuser,
Towards Lifted Maximum Expected Utility, in Proceedings of the First Joint Workshop on Artificial Intelligence in Health in Conjunction with the 27th IJCAI, the 23rd ECAI, the 17th AAMAS, and the 35th ICML , CEUR-WS.org, 072018. pp. 93--96.
File: short8.pdf
Bibtex: BibTeX
@inproceedings{Gehrke2018TLMEU,
    Author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller and Alexander Waschkau and Christoph Strumann and Jost Steinhäuser},
    Title = {{Towards Lifted Maximum Expected Utility}},
    Year = {2018},
    Booktitle={Proceedings of the First Joint Workshop on Artificial Intelligence in Health in Conjunction with the 27th IJCAI, the 23rd ECAI, the 17th AAMAS, and the 35th ICML},
series    = {{CEUR} Workshop Proceedings},
volume    = {2142},
year = {2018},
pages = {93--96},
publisher = {CEUR-WS.org},
url = {http://ceur-ws.org/Vol-2142/short8.pdf}}
Marcel Gehrke, Tanya Braun, and Ralf Möller,
Lifted Dynamic Junction Tree Algorithm, in Proceedings of the International Conference on Conceptual Structures , Springer, 062018. pp. 55--69.
DOI:https://doi.org/10.1007/978-3-319-91379-7_5
File: Dateilink
Bibtex: BibTeX
@inproceedings{gehrke2018ldjt,
  author={Marcel Gehrke and Tanya Braun and Ralf M{\"o}ller},
  title={{Lifted Dynamic Junction Tree Algorithm}},
  booktitle={Proceedings of the International Conference on Conceptual Structures},
  year={2018},
  pages = {55--69}
  publisher={Springer},
  doi = {https://doi.org/10.1007/978-3-319-91379-7_5}
}
Tanya Braun, and Ralf Möller,
Lifted Most Probable Explanation, in Proceedings of the International Conference on Conceptual Structures , Springer, 062018. pp. 39--54.
DOI:https://doi.org/10.1007/978-3-319-91379-7_4
Bibtex: BibTeX
@inproceedings{BraMo18a,
  author={Tanya Braun and Ralf M{\"o}ller},
  title={{Lifted Most Probable Explanation}},
  booktitle={Proceedings of the International Conference on Conceptual Structures},
  year={2018},
  pages = {39--54},
  publisher={Springer},
  doi = {https://doi.org/10.1007/978-3-319-91379-7_4}
}
Tanya Braun, and Ralf Möller,
Adaptive Inference on Probabilistic Relational Models, in AI 2018: Advances in Artificial Intelligence , Springer, 2018. pp. 487--500.
DOI:https://doi.org/10.1007/978-3-030-03991-2_44
Bibtex: BibTeX
@inproceedings{BraMo18e,
  author = {Tanya Braun and Ralf M\"oller}, 
  title = {{Adaptive Inference on Probabilistic Relational Models}}, 
  booktitle = {AI 2018: Advances in Artificial Intelligence}, 
  pages = {487--500},
  year = {2018},
  publisher = {Springer},
  doi = {https://doi.org/10.1007/978-3-030-03991-2_44}
}
Tanya Braun, and Ralf Möller,
Counting and Conjunctive Queries in the Lifted Junction Tree Algorithm - Extended Version, in Postproceedings of the 5th International Workshop on Graph Structures for Knowledge Representation and Reasoning , Springer, 2018. pp. 54--72.
DOI:https://doi.org/10.1007/978-3-319-78102-0_3
Bibtex: BibTeX
@inproceedings{BraMo18,
author = {Tanya Braun and Ralf M\"oller}, 
title = {{Counting and Conjunctive Queries in the Lifted Junction Tree Algorithm - Extended Version}}, 
booktitle = {Postproceedings of the 5th International Workshop on Graph Structures for Knowledge Representation and Reasoning},
publisher = {Springer},
year = {2018},
pages = {54--72},
doi = {https://doi.org/10.1007/978-3-319-78102-0_3}
}

2017

Tanya Braun, and Ralf Möller,
Counting and Conjunctive Queries in the Lifted Junction Tree Algorithm, in Graph Structures for Knowledge Representation and Reasoning - 5th International Workshop (GKR 2017), Melbourne, Australia , 2017.
File: papers.html
Bibtex: BibTeX
@inproceedings{BraMo17,
author = {Tanya Braun and Ralf M\"oller}, 
title = {{Counting and Conjunctive Queries in the Lifted Junction Tree Algorithm}}, 
booktitle = {Graph Structures for Knowledge Representation and Reasoning - 5th International Workshop (GKR 2017), Melbourne, Australia},
year = {2017},
url = {http://www.lirmm.fr/~hecham/GKR/papers.html}
}
Tanya Braun, and Ralf Möller,
Preventing Groundings and Handling Evidence in the Lifted Junction Tree Algorithm, in KI 2017: Advances in Artificial Intelligence , Springer, 2017. pp. 85--98.
DOI:https://doi.org/10.1007/978-3-319-67190-1_7
Bibtex: BibTeX
@inproceedings{BraMo17a,
author = {Tanya Braun and Ralf M\"oller}, 
title = {{Preventing Groundings and Handling Evidence in the Lifted Junction Tree Algorithm}}, 
booktitle = {KI 2017: Advances in Artificial Intelligence},
pages = {85--98},
year = {2017},
publisher = {Springer},
doi = {https://doi.org/10.1007/978-3-319-67190-1_7}
}

2016

Tanya Braun, and Ralf Möller,
"Lifted Junction Tree Algorithm" 2016.
Bibtex: BibTeX
@techreport{BrMoe2016,
    Author = {Tanya Braun and Ralf M\"oller},
    Title = {{Lifted Junction Tree Algorithm}},
    Year = {2016},
    Institution = {IFIS, Universit{\"a}t zu L{\"u}beck},
    Note = {Long version of the KI 2016 conference paper}
}
Tanya Braun, and Ralf Möller,
Lifted Junction Tree Algorithm, in KI 2016: Advances in Artificial Intelligence , Springer, 2016. pp. 30--42.
DOI:http://dx.doi.org/10.1007/978-3-319-46073-4
Bibtex: BibTeX
@inproceedings{BrMoe16a,
  author = {Tanya Braun and Ralf M\"oller}, 
  title = {Lifted Junction Tree Algorithm}, 
  booktitle = {{KI} 2016: Advances in Artificial Intelligence},
  publisher = {Springer}, 
  year = {2016},
  pages = {30--42},
  doi = {http://dx.doi.org/10.1007/978-3-319-46073-4}
}