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/

Die Seite hier wird nicht mehr aktualisiert!

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

2020

Marcel Gehrke, Tanya Braun, and Simon Polovina,
Restricting the Maximum Number of Actions for Decision Support under Uncertainty, in Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020) , 092020.
DOI:https://doi.org/10.1007/978-3-030-57855-8_11
Bibtex: BibTeX
@inproceedings{GehBrPo20,
  author = {Marcel Gehrke and Tanya Braun and Simon Polovina}, 
  title = {{Restricting the Maximum Number of Actions for Decision Support under Uncertainty}}, 
  booktitle = {Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020)}, 
  year = {2020},
  doi = {https://doi.org/10.1007/978-3-030-57855-8_11}
}
Marcel Gehrke, Ralf Möller, and Tanya Braun,
Taming Reasoning in Temporal Probabilistic Relational Models, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, 082020. pp. 2592--2599.
DOI:https://doi.org/10.3233/FAIA200395
File: 1911.07040
Bibtex: BibTeX
@inproceedings{GehMoBr20,
  author = {Marcel Gehrke and Ralf M\"oller and Tanya Braun}, 
  title = {{Taming Reasoning in Temporal Probabilistic Relational Models}}, 
  booktitle = {Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020)}, 
  year = {2020},
  doi = {https://doi.org/10.3233/FAIA200395}
}
Tanya Braun, and Ralf Möller,
Lifting Queries for Lifted Inference, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, 082020. pp. 2891--2892.
DOI:https://doi.org/10.3233/FAIA200439
Bibtex: BibTeX
@inproceedings{BraMo20a,
  author = {Tanya Braun and Ralf M\"oller}, 
  title = {{Lifting Queries for Lifted Inference}}, 
  booktitle = {Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020)}, 
  year = {2020},
  doi = {https://doi.org/10.3233/FAIA200439}
}
Stefan Lüdtke, Marcel Gehrke, Tanya Braun, Ralf Möller, and Thomas Kirste,
Lifted Marginal Filtering for Asymmetric Models by Clustering-based Merging, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, 082020. pp. 2608--2615.
DOI:https://doi.org/10.3233/FAIA200397
Bibtex: BibTeX
@inproceedings{LueGeBrMoKi20,
  author = {Stefan L\"udtke and Marcel Gehrke and Tanya Braun and Ralf M\"oller and Thomas Kirste}, 
  title = {{Lifted Marginal Filtering for Asymmetric Models by Clustering-based Merging}}, 
  booktitle = {Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020)}, 
  year = {2020},
  doi = {https://doi.org/10.3233/FAIA200397}
}
Tanya Braun, and Ralf Möller,
Exploring Unknown Universes in Probabilistic Relational Models, in 9th International Workshop on Statistical Relational AI at the 34th AAAI Conference on Artificial Intelligence , Springer International Publishing, Feb.2020. pp. 91–-103.
DOI:https://doi.org/10.1007/978-3-030-35288-2_8
ISBN:978-3-030-35288-2
File: 2001.02021
Bibtex: BibTeX
@inproceedings{BraMo20,
  author = {Tanya Braun and Ralf M\"oller}, 
  title = {{Exploring Unknown Universes in Probabilistic Relational Models}}, 
  booktitle = {9th International Workshop on Statistical Relational AI at the 34th AAAI Conference on Artificial Intelligence}, 
  year = {2020},
  url = {https://arxiv.org/abs/2001.02021}
}
Felix Kuhr, Magnus Bender, Tanya Braun, and Ralf Möller,
Maintaining Topic Models for Growing Corpora, in Proceedings of the 14th IEEE International Conference on Semantic Computing (ICSC-20) , IEEE, 2020. pp. 451--458.
DOI:10.1109/ICSC.2020.00017
File: Dateilink
Bibtex: BibTeX
@INPROCEEDINGS{KuhBeBrMo20b,
author={Felix Kuhr and Magnus Bender and Tanya Braun and Ralf M\"oller},
title={{Maintaining Topic Models for Growing Corpora}},
booktitle={Proceedings of the 14th IEEE International Conference on Semantic Computing (ICSC-20)},
year={2020},
pages     = {451--458},
publisher = {IEEE},
doi={https://doi.org/10.1109/ICSC.2020.00017},
ISSN={},
keywords={Topic Models;Machine Learning;Text Mining}
}
Mehwish Alam, Tanya Braun, and Bruno Yun (Eds.),
ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures., .... Springer, 2020.
DOI:https://doi.org/10.1007/978-3-030-57855-8
Bibtex: BibTeX
@book{AlaBrYu20, 
  author = "Mehwish Alam and Tanya Braun and Bruno Yun (Eds.)",
  title = "{ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures}",
  year = "2020",
  publisher = "Springer",
  doi = {https://doi.org/10.1007/978-3-030-57855-8}
}
Mehwish Alam, Tanya Braun, and Bruno Yun (Eds.),
ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures., .... Springer, 2020.
DOI:https://doi.org/10.1007/978-3-030-57855-8
Bibtex: BibTeX
@book{AlaBrYu20, 
  author = {Mehwish Alam and Tanya Braun and Bruno Yun (Eds.)},
  title = {ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures},
  year = {2020},
  publisher = {Springer},
  doi = {https://doi.org/10.1007/978-3-030-57855-8}
}
Tanya Braun,
{Rescued from a Sea of Queries: Exact Inference in Probabilistic Relational Models}, University of L"ubeck, 2020.
Bibtex: BibTeX
@phdthesis{Bra20,
  author = "Tanya Braun",
  title = "{Rescued from a Sea of Queries: Exact Inference in Probabilistic Relational Models}",
  school = "University of L\"ubeck",
  year = "2020",
  note = "PhD thesis"
}
G"unther G"orz, Tanya Braun, and Ute Schmid (Eds.),
{Handbuch der Künstlichen Intelligenz, 6. Auflage}., .... De Gruyter, 2020.
Bibtex: BibTeX
@book{GoeBrSc20,
  author = "G\"unther G\"orz and Tanya Braun and Ute Schmid (Eds.)",
  title = "{Handbuch der Künstlichen Intelligenz, 6. Auflage}",
  year = "2020",
  publisher = "De Gruyter"
}
G"unther G"orz, Tanya Braun, and Ute Schmid (Eds.),
{Handbuch der K"unstlichen Intelligenz, 6. Auflage}., .... De Gruyter, 2020.
File: 558044
Bibtex: BibTeX
@book{GoeBrSc20,
  author = "G\"unther G\"orz and Tanya Braun and Ute Schmid (Eds.)",
  title = "{Handbuch der K\"unstlichen Intelligenz, 6. Auflage}",
  year = "2020",
  publisher = "De Gruyter",
  url = {https://www.degruyter.com/view/title/558044?rskey=Yc1Ty5}
}
Tristan Potten, and Tanya Braun,
{Benchmarking Inference Algorithms for Probabilistic Relational Models}, in ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures , 2020.
DOI:https://doi.org/10.1007/978-3-030-57855-8_15
Bibtex: BibTeX
@inproceedings{PotBr20,
  author = {Tristan Potten and Tanya Braun}, 
  title = {{Benchmarking Inference Algorithms for Probabilistic Relational Models}}, 
  booktitle = {ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures}, 
  year = {2020},
  doi = {https://doi.org/10.1007/978-3-030-57855-8_15}
}
Felix Kuhr, Magnus Bender, Tanya Braun, and Ralf Möller,
Augmenting and Automating Corpus Enrichment, Int. J. Semantic Computing , vol. 14, no. 2, pp. 173--197, 2020.
DOI:10.1142/S1793351X20400061
File: Dateilink
Bibtex: BibTeX
@article{KuhBeBrMo20c,
author={Felix Kuhr and Magnus Bender and Tanya Braun and Ralf M\"oller},
title={Augmenting and Automating Corpus Enrichment},
journal={Int. J. Semantic Computing},
volume={14},
number={2},
pages= {173--197},
year={2020},
doi = {https://dx.doi.org/10.1142/S1793351X20400061}
}

2019

Marcel Gehrke, Tanya Braun, and Ralf Möller,
Efficient Multiple Query Answering in Switched Probabilistic Relational Models, in Proceedings of AI 2019: Advances in Artificial Intelligence (AI 2019) , Springer, Dec.2019. pp. 104--116.
DOI:https://doi.org/10.1007/978-3-030-35288-2_9
ISBN:978-3-030-35288-2
Bibtex: BibTeX
@inproceedings{GehBrMo19f,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller},
  title = {{Efficient Multiple Query Answering in Switched Probabilistic Relational Models}},
  Booktitle = {Proceedings of {AI} 2019: Advances in Artificial Intelligence ({AI} 2019)},
  series    = {Lecture Notes in Computer Science},
  volume    = {11919},
  pages     = {104--116},
  publisher = {Springer},
  year      = {2019},
  doi = {https://doi.org/10.1007/978-3-030-35288-2_9},
  isbn= {978-3-030-35288-2}
}
Marcel Gehrke, Simon Schiff, Tanya Braun, and Ralf Möller,
Which Patient to Treat Next? Probabilistic Stream-based Reasoning for Decision Support and Monitoring, in IEEE International Conference on Big Knowledge, (ICBK 2019), Beijing, China, November 10-11, 2019 , IEEE, Nov.2019. pp. 73--80.
DOI:https://doi.org/10.1109/ICBK.2019.00018
Bibtex: BibTeX
@inproceedings{GehSchBrMo19a,
  author = {Marcel Gehrke and Simon Schiff and Tanya Braun and Ralf M\"oller}, 
title={{Which Patient to Treat Next? Probabilistic Stream-based Reasoning for Decision Support and Monitoring}},
 booktitle = {{IEEE} International Conference on Big Knowledge, (ICBK 2019), Beijing, China, November 10-11, 2019},
  year      = {2019},
  pages     = {73--80},
  publisher = {IEEE},
  doi={https://doi.org/10.1109/ICBK.2019.00018}
}
Tanya Braun, and Marcel Gehrke,
Inference in Statistical Relational AI, in Proceedings of the International Conference on Conceptual Structures 2019 , Springer, Jul.2019. pp. xvii--xix.
DOI:https://doi.org/10.1007/978-3-030-23182-8
Bibtex: BibTeX
@inproceedings{BraGe19a,
  author = {Tanya Braun and Marcel Gehrke}, 
  title = {{Inference in Statistical Relational AI}}, 
	Booktitle = {Proceedings of the International Conference on Conceptual Structures 2019},
  year = {2019},
  publisher = {Springer},
  pages = {xvii--xix},
  doi = {https://doi.org/10.1007/978-3-030-23182-8}
}
Marcel Gehrke, Tanya Braun, and Ralf Möller,
Lifted Temporal Most Probable Explanation, in Graph-Based Representation and Reasoning - 24th International Conference on Conceptual Structures (ICCS 2019) , Springer, Jul.2019. pp. 72--85.
DOI:https://doi.org/10.1007/978-3-030-23182-8_6
ISBN:978-3-030-23182-8
Bibtex: BibTeX
@inproceedings{GehBrMo19c,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Lifted Temporal Most Probable Explanation}}, 
  booktitle = {Graph-Based Representation and Reasoning - 24th International Conference on Conceptual Structures (ICCS 2019)},
  series    = {Lecture Notes in Computer Science},
  volume    = {11530},
  pages     = {72--85},
  publisher = {Springer},
  year      = {2019},
  doi = {https://doi.org/10.1007/978-3-030-23182-8_6},
  isbn={978-3-030-23182-8}
}
Marcel Gehrke, Tanya Braun, and Ralf Möller,
Uncertain Evidence for Probabilistic Relational Models, in Proceedings of the 32nd Canadian Conference on Artificial Intelligence, Canadian AI 2019 , Springer, 052019. pp. 80--93.
DOI:https://doi.org/10.1007/978-3-030-18305-9_7
ISBN:978-3-030-18305-9
Bibtex: BibTeX
@inproceedings{GehBrMo19e,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Uncertain Evidence for Probabilistic Relational Models}}, 
  booktitle = {Proceedings of the 32nd Canadian Conference on Artificial Intelligence, Canadian AI 2019},
  series    = {Lecture Notes in Computer Science},
  volume    = {11489},
  pages     = {80--93},
  publisher = {Springer},
  isbn={978-3-030-18305-9},
  year = {2019},
  publisher = {Springer},
  doi = {https://doi.org/10.1007/978-3-030-18305-9_7},
}
Marcel Gehrke, Tanya Braun, and Ralf Möller,
Lifted Temporal Maximum Expected Utility, in Proceedings of the 32nd Canadian Conference on Artificial Intelligence (Canadian AI 2019), Kingston, ON, Canada, May 28-31, 2019 , Springer, May2019. pp. 380--386.
DOI:https://doi.org/10.1007/978-3-030-18305-9_33
ISBN:978-3-030-18305-9
Bibtex: BibTeX
@inproceedings{GehBrMo19d,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Lifted Temporal Maximum Expected Utility}}, 
  booktitle = {Proceedings of the 32nd Canadian Conference on Artificial Intelligence (Canadian AI 2019), Kingston, ON, Canada,  May 28-31, 2019},
  series    = {Lecture Notes in Computer Science},
  volume    = {11489},
  pages     = {380--386},
  publisher = {Springer},
  year      = {2019},
  doi = {https://doi.org/10.1007/978-3-030-18305-9_33},
  isbn={978-3-030-18305-9}
}
Marcel Gehrke, Tanya Braun, and Ralf Möller,
Relational Forward Backward Algorithm for Multiple Queries, in Proceedings of the Thirty-Second International Florida Artificial Intelligence Research Society Conference, Sarasota, Florida, USA, May 19-22 , AAAI Press, May2019. pp. 464--469.
File: 18230
Bibtex: BibTeX
@inproceedings{GehBrMo19a,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Relational Forward Backward Algorithm for Multiple Queries}}, 
 booktitle = {Proceedings of the Thirty-Second International Florida Artificial
               Intelligence Research Society Conference, Sarasota, Florida, USA,
               May 19-22},
  pages     = {464--469},
  publisher = {{AAAI} Press},
  year      = {2019},
  url       = {https://aaai.org/ocs/index.php/FLAIRS/FLAIRS19/paper/view/18230}
}

2017

Tanya Braun, Felix Kuhr, and Ralf Möller,
{Unsupervised Text Annotations}, in Proceedings of the 6th Workshop on Dynamics of Knowledge and Belief {(DKB-2017)} and the 5th Workshop {KI} {\&} Kognition {(KIK-2017)} co-located with 40th German Conference on Artificial Intelligence {(KI 2017)} , CEUR-WS.org, 25..2017. pp. 23--30.
File: paper2.pdf
Bibtex: BibTeX
@inproceedings{BraKuMo17,
author = {Tanya Braun and Felix Kuhr and Ralf M\"oller}, 
title = {{Unsupervised Text Annotations}}, 
booktitle = {Proceedings of the 6th Workshop on Dynamics of Knowledge and Belief {(DKB-2017)} and the 5th Workshop {KI} {\&} Kognition {(KIK-2017)} co-located with 40th German Conference on Artificial Intelligence {(KI 2017)}},
series    = {{CEUR} Workshop Proceedings},
volume    = {1928},
year = {2017},
month = {25.-29.09.},
pages = {23--30},
publisher = {CEUR-WS.org},
url = {http://ceur-ws.org/Vol-1928/paper2.pdf}
}

2019

Felix Kuhr, Tanya Braun, Magnus Bender, and Ralf Möller,
To Extend or not to Extend? Context-specific Corpus Enrichment, in Proceedings of AI 2019: Advances in Artificial Intelligence , Springer, 2019. pp. 357--368.
DOI:10.1007/978-3-030-35288-2_29
File: Dateilink
Bibtex: BibTeX
@inproceedings{KuBrBeMo19a,
  author = {Felix Kuhr and Tanya Braun and Magnus Bender and Ralf M\"oller}, 
  title = {{To Extend or not to Extend? Context-specific Corpus Enrichment}}, 
  booktitle = {Proceedings of {AI} 2019: Advances in Artificial Intelligence},
   series    = {Lecture Notes in Computer Science},
  volume    = {11919},
  pages     = {357--368},
  publisher = {Springer},
  year      = {2019},
  doi       = {https://doi.org/10.1007/978-3-030-35288-2_29},
  isbn= {978-3-030-35288-2}
}
Tanya Braun,
StaRAI or StaRDB? - A Tutorial on Statistical Relational AI, in BTW-19 Proceedings Datenbanksysteme für Business, Technologie und Web -- Workshopband , Gesellschaft für Informatik, 2019. pp. 263--266.
DOI:https://doi.org/10.18420/btw2019-ws-27
Bibtex: BibTeX
@inproceedings{Bra19,
  author = {Tanya Braun}, 
  title = {{StaRAI or StaRDB? - A Tutorial on Statistical Relational AI}}, 
  booktitle = {BTW-19 Proceedings Datenbanksysteme für Business, Technologie und Web -- Workshopband}, 
  pages = {263--266},
  year = {2019},
  publisher = {Gesellschaft für Informatik},
  doi={https://doi.org/10.18420/btw2019-ws-27}
}
Marcel Gehrke, Tanya Braun, Ralf Möller, Alexander Waschkau, Christoph Strumann, and Jost Steinhäuser,
Lifted Maximum Expected Utility, in Artificial Intelligence in Health , Springer International Publishing, 2019. pp. 131--141.
DOI:https://doi.org/10.1007/978-3-030-12738-1_10
ISBN:978-3-030-12738-1
Bibtex: BibTeX
@inproceedings{GehBrMo19b,
    Author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller and Alexander Waschkau and Christoph Strumann and Jost Steinhäuser},
    Title = {{Lifted Maximum Expected Utility}},
  booktitle = {Artificial Intelligence in Health}, 
  pages={131--141},
  year = {2019},
  isbn={978-3-030-12738-1},
  doi={https://doi.org/10.1007/978-3-030-12738-1_10},
  publisher = {Springer International Publishing}
}

2018

Marcel Gehrke, Tanya Braun, and Ralf Möller,
Answering Multiple Conjunctive Queries with the Lifted Dynamic Junction Tree Algorithm, in Proceedings of the AI 2018: Advances in Artificial Intelligence , Springer, Dec.2018. pp. 543--555.
DOI:https://doi.org/10.1007/978-3-030-03991-2_50
ISBN:978-3-030-03991-2
Bibtex: BibTeX
@inproceedings{GehBrMo18d,
  author = {Marcel Gehrke and Tanya Braun and Ralf M\"oller}, 
  title = {{Answering Multiple Conjunctive Queries with the Lifted Dynamic Junction Tree Algorithm}}, 
  booktitle = {Proceedings of the AI 2018: Advances in Artificial Intelligence}, 
  year = {2018},
  pages={543--555},
  publisher={Springer},
  isbn={978-3-030-03991-2},
  doi = {https://doi.org/10.1007/978-3-030-03991-2_50}
}