Publications

Showing peer-reviewed publications since 2014. For more recent preprints, see Google Scholar.

2024

Van Bach Nguyen, Paul Youssef, Christin Seifert, and Jörg Schlötterer. LLMs for Generating and Evaluating Counterfactuals: A Comprehensive Study. Findings of the Association for Computational Linguistics: EMNLP 2024. 2024. Association for Computational Linguistics. [url]

BibTeX

@inproceedings{Nguyen2024_emnlp_llms-for-generating-counterfactuals,
  author = {Nguyen, Van Bach and Youssef, Paul and Seifert, Christin and Schl{\"o}tterer, J{\"o}rg},
  booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2024},
  title = {{LLM}s for Generating and Evaluating Counterfactuals: A Comprehensive Study},
  year = {2024},
  address = {Miami, Florida, USA},
  editor = {Al-Onaizan, Yaser and Bansal, Mohit and Chen, Yun-Nung},
  month = nov,
  pages = {14809--14824},
  publisher = {Association for Computational Linguistics},
  url = {https://aclanthology.org/2024.findings-emnlp.870}
}

Jan Trienes, Sebastian Joseph, Jörg Schlötterer, Christin Seifert, Kyle Lo, Wei Xu, Byron Wallace, and Junyi Jessy Li. InfoLossQA: Characterizing and Recovering Information Loss in Text Simplification. Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2024. Association for Computational Linguistics. [url]

BibTeX

@inproceedings{Trienes2024_acl_infolossqa,
  author = {Trienes, Jan and Joseph, Sebastian and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin and Lo, Kyle and Xu, Wei and Wallace, Byron and Li, Junyi Jessy},
  booktitle = {Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
  title = {{I}nfo{L}oss{QA}: Characterizing and Recovering Information Loss in Text Simplification},
  year = {2024},
  address = {Bangkok, Thailand},
  editor = {Ku, Lun-Wei and Martins, Andre and Srikumar, Vivek},
  month = aug,
  pages = {4263--4294},
  publisher = {Association for Computational Linguistics},
  url = {https://aclanthology.org/2024.acl-long.234}
}

Sebastian Joseph, Lily Chen, Jan Trienes, Hannah Göke, Monika Coers, Wei Xu, Byron Wallace, and Junyi Jessy Li. FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence. Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2024. Association for Computational Linguistics. [url]

BibTeX

@inproceedings{Joseph:2024:ACL,
  title = {{F}act{PICO}: {F}actuality Evaluation for Plain Language Summarization of Medical
                    Evidence},
  author = {Joseph, Sebastian and Chen, Lily and Trienes, Jan and G{\"o}ke, Hannah and Coers, Monika and Xu, Wei and Wallace, Byron and Li, Junyi Jessy},
  booktitle = {Proceedings of the 62nd Annual Meeting of the Association for Computational
                    Linguistics (Volume 1: Long Papers)},
  month = aug,
  year = {2024},
  publisher = {Association for Computational Linguistics},
  url = {https://aclanthology.org/2024.acl-long.459},
  pages = {8437--8464}
}

Olufunke O. Sarumi, Béla Neuendorf, Joan Plepi, Lucie Flek, Jörg Schlötterer, and Charles Welch. Corpus Considerations for Annotator Modeling and Scaling. Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers). 2024. Association for Computational Linguistics. [doi] [url]

BibTeX

@inproceedings{Sarumi2024_naacl_annotator-modelling,
  title = {Corpus Considerations for Annotator Modeling and Scaling},
  author = {Sarumi, Olufunke O. and Neuendorf, B{\'e}la and Plepi, Joan and Flek, Lucie and Schl{\"o}tterer, J{\"o}rg and Welch, Charles},
  editor = {Duh, Kevin and Gomez, Helena and Bethard, Steven},
  booktitle = {Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)},
  month = jun,
  year = {2024},
  address = {Mexico City, Mexico},
  publisher = {Association for Computational Linguistics},
  url = {https://aclanthology.org/2024.naacl-long.59},
  doi = {10.18653/v1/2024.naacl-long.59},
  pages = {1029--1040}
}

Ahmad Idrissi-Yaghir, Amin Dada, Henning Schäfer, Kamyar Arzideh, Giulia Baldini, Jan Trienes, Max Hasin, Jeanette Bewersdorff, Cynthia S. Schmidt, Marie Bauer, Kaleb E. Smith, Jiang Bian, Yonghui Wu, Jörg Schlötterer, Torsten Zesch, Peter A. Horn, Christin Seifert, Felix Nensa, Jens Kleesiek, and Christoph M. Friedrich. Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding. Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024). 2024. ELRA and ICCL. [url]

BibTeX

@inproceedings{Idrissi-Yaghir2024_coling_german-language-models,
  author = {Idrissi-Yaghir, Ahmad and Dada, Amin and Sch{\"a}fer, Henning and Arzideh, Kamyar and Baldini, Giulia and Trienes, Jan and Hasin, Max and Bewersdorff, Jeanette and Schmidt, Cynthia S. and Bauer, Marie and Smith, Kaleb E. and Bian, Jiang and Wu, Yonghui and Schl{\"o}tterer, J{\"o}rg and Zesch, Torsten and Horn, Peter A. and Seifert, Christin and Nensa, Felix and Kleesiek, Jens and Friedrich, Christoph M.},
  booktitle = {Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)},
  title = {Comprehensive Study on {G}erman Language Models for Clinical and Biomedical Text Understanding},
  year = {2024},
  address = {Torino, Italia},
  editor = {Calzolari, Nicoletta and Kan, Min-Yen and Hoste, Veronique and Lenci, Alessandro and Sakti, Sakriani and Xue, Nianwen},
  month = may,
  pages = {3654--3665},
  publisher = {ELRA and ICCL},
  url = {https://aclanthology.org/2024.lrec-main.324}
}

Paul Youssef, Jörg Schlötterer, and Christin Seifert. The Queen of England is not England’s Queen: On the Lack of Factual Coherency in PLMs. Findings of the Association for Computational Linguistics: EACL 2024. 2024. Association for Computational Linguistics. [url]

BibTeX

@inproceedings{Youssef2024_eacl_factual-coherency-PLMs,
  author = {Youssef, Paul and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin},
  booktitle = {Findings of the Association for Computational Linguistics: EACL 2024},
  title = {The Queen of {E}ngland is not {E}ngland{'}s Queen: On the Lack of Factual Coherency in {PLM}s},
  year = {2024},
  address = {St. Julian{'}s, Malta},
  editor = {Graham, Yvette and Purver, Matthew},
  month = mar,
  pages = {2342--2354},
  publisher = {Association for Computational Linguistics},
  url = {https://aclanthology.org/2024.findings-eacl.155}
}

Osman Alperen Koraş, Jörg Schlötterer, and Christin Seifert. A Second Look on BASS – Boosting Abstractive Summarization with Unified Semantic Graphs. Advances in Information Retrieval. 2024. Springer Nature Switzerland. [doi] [url]

BibTeX

@inproceedings{Koras2024_ecir_bass-replication,
  author = {Kora{\c{s}}, Osman Alperen and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin},
  booktitle = {Advances in Information Retrieval},
  title = {A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs},
  year = {2024},
  address = {Cham},
  editor = {Goharian, Nazli and Tonellotto, Nicola and He, Yulan and Lipani, Aldo and McDonald, Graham and Macdonald, Craig and Ounis, Iadh},
  pages = {99--114},
  publisher = {Springer Nature Switzerland},
  doi = {10.1007/978-3-031-56066-8_11},
  file = {:own-pdf/Koras2024_ecir_bass-replication_preprint.pdf:PDF},
  isbn = {978-3-031-56066-8},
  url = {https://arxiv.org/abs/2403.02930}
}

Shreyasi Pathak, Jörg Schlötterer, Jeroen Veltman, Jeroen Geerdink, Maurice van Keulen, and Christin Seifert. Prototype-Based Interpretable Breast Cancer Prediction Models: Analysis and Challenges. Explainable Artificial Intelligence. 2024. Springer Nature Switzerland. [doi]

BibTeX

@inproceedings{Pathak2024_xaiw_prototypes-breast-cancer-analysis,
  author = {Pathak, Shreyasi and Schl{\"o}tterer, J{\"o}rg and Veltman, Jeroen and Geerdink, Jeroen and van Keulen, Maurice and Seifert, Christin},
  booktitle = {Explainable Artificial Intelligence},
  title = {Prototype-Based Interpretable Breast Cancer Prediction Models: Analysis and Challenges},
  year = {2024},
  address = {Cham},
  editor = {Longo, Luca and Lapuschkin, Sebastian and Seifert, Christin},
  pages = {21--42},
  publisher = {Springer Nature Switzerland},
  doi = {10.1007/978-3-031-63787-2_2},
  isbn = {978-3-031-63787-2}
}

Jorn-Jan van de Beld, Shreyasi Pathak, Jeroen Geerdink, Johannes H. Hegeman, and Christin Seifert. Feature Importance to Explain Multimodal Prediction Models. A Clinical Use Case. Explainable Artificial Intelligence. 2024. Springer Nature Switzerland. [doi]

BibTeX

@inproceedings{Beld2024_xaiw_feature-importance-multimodal-clinical,
  author = {van de Beld, Jorn-Jan and Pathak, Shreyasi and Geerdink, Jeroen and Hegeman, Johannes H. and Seifert, Christin},
  booktitle = {Explainable Artificial Intelligence},
  title = {Feature Importance to Explain Multimodal Prediction Models. A Clinical Use Case},
  year = {2024},
  address = {Cham},
  editor = {Longo, Luca and Lapuschkin, Sebastian and Seifert, Christin},
  pages = {84--101},
  publisher = {Springer Nature Switzerland},
  doi = {10.1007/978-3-031-63803-9_5},
  isbn = {978-3-031-63803-9}
}

Maria Rosa Salvador Comino, Paul Youssef, Anna Heinzelmann, Florian Bernhardt, Christin Seifert, and Mitra Tewes. Machine Learning–Based Prediction of 1-Year Survival Using Subjective and Objective Parameters in Patients With Cancer. JCO Clinical Cancer Informatics. 2024. [doi] [url]

BibTeX

@article{Salvador2024_jco_survival-prediction,
  author = {Salvador Comino, Maria Rosa and Youssef, Paul and Heinzelmann, Anna and Bernhardt, Florian and Seifert, Christin and Tewes, Mitra},
  journal = {JCO Clinical Cancer Informatics},
  title = {Machine Learning–Based Prediction of 1-Year Survival Using Subjective and Objective Parameters in Patients With Cancer},
  year = {2024},
  note = {PMID: 39197123},
  number = {8},
  pages = {e2400041},
  doi = {10.1200/CCI.24.00041},
  eprint = {https://doi.org/10.1200/CCI.24.00041},
  url = {https://doi.org/10.1200/CCI.24.00041}
}

Lisa Anita De Santi, Jörg Schlötterer, Meike Nauta, Vincenzo Positano, and Christin Seifert. Patch-based Intuitive Multimodal Prototypes Network(PIMPNet) for Alzheimer’s Disease classification. Joint Proceedings of the xAI Late-breaking Work, Demos and Doctoral Consortium. 2024. [url]

BibTeX

@inproceedings{DeSanti2024_xailbr_pip3d-alzheimer,
  author = {{De Santi}, Lisa Anita and Schl\"{o}tterer, J\"{o}rg and Nauta, Meike and Positano, Vincenzo and Seifert, Christin},
  booktitle = {Joint Proceedings of the xAI Late-breaking Work, Demos and Doctoral Consortium},
  title = {Patch-based Intuitive Multimodal Prototypes Network(PIMPNet) for Alzheimer’s Disease classification},
  year = {2024},
  file = {:own-pdf/DeSanti2024_xailbr_pip3d-alzheimer_proc.pdf:PDF},
  url = {https://ceur-ws.org/Vol-3793/paper_10.pdf}
}

Lisa Anita De Santi, Jörg Schlötterer, Michael Scheschenja, Joel Wessendorf, Meike Nauta, Vincenzo Positano, and Christin Seifert. PIPNet3D: Interpretable Detection of Alzheimerin MRI Scans. MICCAI Workshop on Interpretability of Machine Intelligence in Medical Image Computing. 2024.

BibTeX

@inproceedings{DeSanti2024_miccaiws_pip3d-alzheimer,
  author = {{De Santi}, Lisa Anita and Schl\"{o}tterer, J\"{o}rg and Scheschenja, Michael and Wessendorf, Joel and Nauta, Meike and Positano, Vincenzo and Seifert, Christin},
  booktitle = {MICCAI Workshop on Interpretability of Machine Intelligence in Medical Image Computing},
  title = {PIPNet3D: Interpretable Detection of Alzheimerin MRI Scans},
  year = {2024}
}

Bahadır Eryılmaz, Osman Alperen Koraş, Jörg Schlötterer, and Christin Seifert. Investigating the Impact of Randomness on Reproducibility in Computer Vision: A Study on Applications in Civil Engineering and Medicine. International Conference on Cognitive Machine Intelligence (CogMI). 2024. [doi]

BibTeX

@inproceedings{Eryilmaz2024_cogmi_reproducibilty-cuda-randomness,
  author = {Eryılmaz, Bahadır and Koraş, Osman Alperen and Schlötterer, Jörg and Seifert, Christin},
  booktitle = {International Conference on Cognitive Machine Intelligence (CogMI)},
  title = {Investigating the Impact of Randomness on Reproducibility in Computer Vision: A Study on Applications in Civil Engineering and Medicine},
  year = {2024},
  doi = {10.1109/CogMI58952.2023.00018},
  file = {:own-pdf/Eryilmaz2024_cogmi_reproducibilty-cuda-randomness_arxive.pdf:PDF}
}

Van Bach Nguyen, Jö̈rg Schlötterer, and Christin Seifert. XAgent: A Conversational XAI Agent Harnessing the Power of Large Language Models. xAI Late-breaking Work, Demos and Doctoral Consortium Joint Proceedings. 2024. [url]

BibTeX

@inproceedings{Nguyen2024_xailbr_xai-conversational-agents-llms,
  author = {Nguyen, Van Bach and Schl\"{o}tterer, J\"{ö}rg and Seifert, Christin},
  booktitle = {xAI Late-breaking Work, Demos and Doctoral Consortium Joint Proceedings},
  title = {XAgent: A Conversational XAI Agent Harnessing the Power of Large Language Models},
  year = {2024},
  url = {https://ceur-ws.org/Vol-3793/paper_35.pdf}
}

2023

Paul Youssef, Osman Koraş, Meijie Li, Jörg Schlötterer, and Christin Seifert. Give Me the Facts! A Survey on Factual Knowledge Probing in Pre-trained Language Models. Findings of the Association for Computational Linguistics: EMNLP 2023. 2023. ACL. [doi] [url]

BibTeX

@inproceedings{Youssef2023_emnlp_survey-probing,
  author = {Youssef, Paul and Kora{\c{s}}, Osman and Li, Meijie and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin},
  booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2023},
  title = {Give Me the Facts! A Survey on Factual Knowledge Probing in Pre-trained Language Models},
  year = {2023},
  address = {Singapore},
  editor = {Bouamor, Houda and Pino, Juan and Bali, Kalika},
  month = dec,
  pages = {15588--15605},
  publisher = {ACL},
  doi = {10.18653/v1/2023.findings-emnlp.1043},
  file = {:own-pdf/Youssef2023_emnlp_survey-probing_preprint.pdf:PDF},
  url = {https://aclanthology.org/2023.findings-emnlp.1043}
}

Phuong Quynh Le, Meike Nauta, Van Bach Nguyen, Shreyasi Pathak, Jörg Schlötterer, and Christin Seifert. Benchmarking eXplainable AI - A Survey on Available Toolkits and Open Challenges. Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI-23. 2023. International Joint Conferences on Artificial Intelligence Organization. [doi] [url]

BibTeX

@inproceedings{Le2023_ijcai_benchmarking-xai,
  author = {Le, Phuong Quynh and Nauta, Meike and Nguyen, Van Bach and Pathak, Shreyasi and Schl\"{o}tterer, J\"{o}rg and Seifert, Christin},
  booktitle = {Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, {IJCAI-23}},
  title = {{Benchmarking eXplainable AI - A Survey on Available Toolkits and Open Challenges}},
  year = {2023},
  editor = {Elkind, Edith},
  month = aug,
  note = {Survey Track},
  pages = {6665--6673},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  doi = {10.24963/ijcai.2023/747},
  file = {:own-pdf/Le2023_ijcai_benchmarking-xai_author.pdf:PDF},
  url = {https://doi.org/10.24963/ijcai.2023/747}
}

Paul Youssef, Jörg Schlötterer, and Christin Seifert. Privacy-Preserving Knowledge Transfer through Partial Parameter Sharing. Proceedings of the 5th Clinical Natural Language Processing Workshop. 2023. Association for Computational Linguistics. [doi] [url]

BibTeX

@inproceedings{Youssef2023_clinicalnlpws_knowledge-transfer-parameter-sharing,
  author = {Youssef, Paul and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin},
  booktitle = {Proceedings of the 5th Clinical Natural Language Processing Workshop},
  title = {Privacy-Preserving Knowledge Transfer through Partial Parameter Sharing},
  year = {2023},
  address = {Toronto, Canada},
  editor = {Naumann, Tristan and Ben Abacha, Asma and Bethard, Steven and Roberts, Kirk and Rumshisky, Anna},
  month = jul,
  pages = {19--23},
  publisher = {Association for Computational Linguistics},
  doi = {10.18653/v1/2023.clinicalnlp-1.3},
  file = {:own-pdf/Youssef2023_clinicalnlpws_knowledge-transfer-parameter-sharing_author.pdf:PDF;:own-pdf/Youssef2023_clinicalnlpws_knowledge-transfer-parameter-sharing_publisher.pdf:PDF},
  url = {https://aclanthology.org/2023.clinicalnlp-1.3}
}

Christine Bauer, Ben Cartarette, Nicola Ferro, Norbert Fuhr, Joeran Beel, Timo Breuer, Charles L. A. Clarke, Anita Crescenzi, Gianluca Demartini, Giorgio Maria Di Nunzio, Laura Dietz, Guglielmo Faggioli, Bruce Ferwerda, Maik Fröbe, Matthias Hagen, Allan Hanbury, Claudia Hauff, Dietmar Jannach, Noriko Kando, Evangelos Kanoulas, Bart P. Knijnenburg, Udo Kruschwitz, Meijie Li, Maria Maistro, Lien Michiels, Andrea Papenmeier, Martin Potthast, Paolo Rosso, Alan Said, Philipp Schaer, Christin Seifert, Damiano Spina, Benno Stein, Nava Tintarev, Julian Urbano, Henning Wachsmuth, Martijn C. Willemsen, and Justin Zobel. Report on the Dagstuhl Seminar on Frontiers of Information Access Experimentation for Research and Education. SIGIR Forum. 2023. Association for Computing Machinery. [url]

BibTeX

@article{Bauer2023_sigirforum_dagstuhl-report-frontiers-ir,
  author = {Bauer, Christine and Cartarette, Ben and Ferro, Nicola and Fuhr, Norbert and Beel, Joeran and Breuer, Timo and Clarke, Charles L. A. and Crescenzi, Anita and Demartini, Gianluca and Nunzio, Giorgio Maria Di and Dietz, Laura and Faggioli, Guglielmo and Ferwerda, Bruce and Fr\"{o}be, Maik and Hagen, Matthias and Hanbury, Allan and Hauff, Claudia and Jannach, Dietmar and Kando, Noriko and Kanoulas, Evangelos and Knijnenburg, Bart P. and Kruschwitz, Udo and Li, Meijie and Maistro, Maria and Michiels, Lien and Papenmeier, Andrea and Potthast, Martin and Rosso, Paolo and Said, Alan and Schaer, Philipp and Seifert, Christin and Spina, Damiano and Stein, Benno and Tintarev, Nava and Urbano, Julian and Wachsmuth, Henning and Willemsen, Martijn C. and Zobel, Justin},
  journal = {SIGIR Forum},
  title = {Report on the Dagstuhl Seminar on Frontiers of Information Access Experimentation for Research and Education},
  year = {2023},
  month = jun,
  number = {1},
  volume = {57},
  address = {New York, NY, USA},
  comment = {not peer-reviewed},
  file = {:own-pdf/Bauer2023_sigirforum_dagstuhl-report-frontiers-ir_publisher.pdf:PDF},
  issue_date = {June 2023},
  publisher = {Association for Computing Machinery},
  url = {https://sigir.org/wp-content/uploads/2023/07/p07.pdf}
}

Meike Nauta, Jan Trienes, Shreyasi Pathak, Elisa Nguyen, Michelle Peters, Yasmin Schmitt, Jörg Schlötterer, Maurice van Keulen, and Christin Seifert. From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI. ACM Comput. Surv.. 2023. Association for Computing Machinery. [doi]

BibTeX

@article{Nauta2023_csur_evaluating-xai-survey,
  author = {Nauta, Meike and Trienes, Jan and Pathak, Shreyasi and Nguyen, Elisa and Peters, Michelle and Schmitt, Yasmin and Schl\"{o}tterer, J\"{o}rg and van Keulen, Maurice and Seifert, Christin},
  journal = {ACM Comput. Surv.},
  title = {{From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI}},
  year = {2023},
  issn = {0360-0300},
  month = feb,
  address = {New York, NY, USA},
  comment = {https://utwente-dmb.github.io/xai-papers/},
  doi = {10.1145/3583558},
  file = {:own-pdf/Nauta2023_csur_evaluating-xai-survey_preprint-incl-suppl.pdf:PDF},
  keywords = {explainability, explainable AI, explainable artificial intelligence, XAI, interpretable machine learning, interpretability, quantitative evaluation methods, evaluation},
  publisher = {Association for Computing Machinery}
}

Meike Nauta, Jörg Schlötterer, Maurice van Keulen, and Christin Seifert. PIP-Net: Patch-Based Intuitive Prototypes for Interpretable Image Classification. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2023. [doi] [url]

BibTeX

@inproceedings{Nauta2023_cvpr_pipnet,
  author = {Nauta, Meike and Schl\"{o}tterer, J\"{o}rg and van Keulen, Maurice and Seifert, Christin},
  booktitle = {{IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}},
  title = {{PIP-Net: Patch-Based Intuitive Prototypes for Interpretable Image Classification}},
  year = {2023},
  doi = {10.1109/CVPR52729.2023.00269},
  file = {:own-pdf/Nauta2023_cvpr_pipnet.pdf:PDF},
  url = {https://openaccess.thecvf.com/content/CVPR2023/html/Nauta_PIP-Net_Patch-Based_Intuitive_Prototypes_for_Interpretable_Image_Classification_CVPR_2023_paper.html}
}

Max Tigo Rietberg, Van Bach Nguyen, Jeroen Geerdink, Onno Vijlbrief, and Christin Seifert. Accurate and Reliable Classification of Unstructured Reports on Their Diagnostic Goal Using BERT Models. Diagnostics. 2023. [doi] [url]

BibTeX

@article{Rietberg2023_mdpi_classifying-ms-patient-reports,
  author = {Rietberg, Max Tigo and Nguyen, Van Bach and Geerdink, Jeroen and Vijlbrief, Onno and Seifert, Christin},
  journal = {Diagnostics},
  title = {Accurate and Reliable Classification of Unstructured Reports on Their Diagnostic Goal Using BERT Models},
  year = {2023},
  issn = {2075-4418},
  number = {7},
  volume = {13},
  article-number = {1251},
  doi = {10.3390/diagnostics13071251},
  file = {:own-pdf/Rietberg2023_mdpi_classifying-ms-patient-reports_preprint.pdf:PDF},
  url = {https://www.mdpi.com/2075-4418/13/7/1251}
}

Katarzyna Borys, Yasmin Alyssa Schmitt, Meike Nauta, Christin Seifert, Nicole Krämer, Christoph M. Friedrich, and Felix Nensa. Explainable AI in Medical Imaging: An overview for clinical practitioners – Saliency-based XAI approaches. European Journal of Radiology. 2023. [doi] [url]

BibTeX

@article{Borys2023_ejr_xai-in-medical-saliency,
  author = {Borys, Katarzyna and {Alyssa Schmitt}, Yasmin and Nauta, Meike and Seifert, Christin and Krämer, Nicole and Friedrich, Christoph M. and Nensa, Felix},
  journal = {European Journal of Radiology},
  title = {Explainable AI in Medical Imaging: An overview for clinical practitioners – Saliency-based XAI approaches},
  year = {2023},
  issn = {0720-048X},
  pages = {110787},
  doi = {10.1016/j.ejrad.2023.110787},
  file = {:own-pdf/Borys2023_ejr_xai-in-medical-saliency_preprint.pdf:PDF},
  keywords = {Explainable AI, Medical Imaging, Radiology, Black-Box, Explainability, Interpretability},
  url = {https://www.sciencedirect.com/science/article/pii/S0720048X23001018}
}

Katarzyna Borys, Yasmin Alyssa Schmitt, Meike Nauta, Christin Seifert, Nicole Krämer, Christoph M. Friedrich, and Felix Nensa. Explainable AI in medical imaging: An overview for clinical practitioners – Beyond saliency-based XAI approaches. European Journal of Radiology. 2023. [doi] [url]

BibTeX

@article{Borys2023_ejr_xai-in-medical-beyond-saliency,
  author = {Borys, Katarzyna and Schmitt, Yasmin Alyssa and Nauta, Meike and Seifert, Christin and Krämer, Nicole and Friedrich, Christoph M. and Nensa, Felix},
  journal = {European Journal of Radiology},
  title = {Explainable AI in medical imaging: An overview for clinical practitioners – Beyond saliency-based XAI approaches},
  year = {2023},
  issn = {0720-048X},
  pages = {110786},
  volume = {162},
  doi = {10.1016/j.ejrad.2023.110786},
  file = {:own-pdf/Borys2023_ejr_xai-in-medical-beyond-saliency_publisher.pdf:PDF},
  keywords = {Explainable AI, Medical imaging, Radiology, Black-Box, Explainability, Interpretability},
  url = {https://www.sciencedirect.com/science/article/pii/S0720048X23001006}
}

:None. Proceedings of the 2023 Joint Workshop of the German Research Training Groups in Computer Science. 2023. DuEPublico: Duisburg-Essen Publications online, University of Duisburg-Essen, Germany. [doi] [url]

BibTeX

@booklet{RTGMeeting2023-report,
  title = {Proceedings of the 2023 Joint Workshop of the German Research Training Groups in Computer Science},
  author = {{:None}},
  year = {2023},
  copyright = {Creative Commons Attribution 4.0 International},
  doi = {10.17185/DUEPUBLICO/78280},
  editor = {Seidl, Helmut and Seifert, Christin},
  file = {:own-pdf/RTGMeeting2023-report.pdf:PDF},
  keywords = {004},
  language = {en},
  publisher = {DuEPublico: Duisburg-Essen Publications online, University of Duisburg-Essen, Germany},
  url = {https://duepublico2.uni-due.de/receive/duepublico_mods_00078280}
}

Andrea Papenmeier, Daniel Hienert, Yvonne Kammerer, Christin Seifert, and Dagmar Kern. Know What Not To Know: Users’ Perception of Abstaining Classifiers. Companion Publication of the 2023 ACM Designing Interactive Systems Conference. 2023. Association for Computing Machinery. [doi] [url]

BibTeX

@inproceedings{Papenmeier2023_dis_user-perception-abstaining,
  author = {Papenmeier, Andrea and Hienert, Daniel and Kammerer, Yvonne and Seifert, Christin and Kern, Dagmar},
  booktitle = {Companion Publication of the 2023 ACM Designing Interactive Systems Conference},
  title = {Know What Not To Know: Users’ Perception of Abstaining Classifiers},
  year = {2023},
  address = {New York, NY, USA},
  pages = {169–172},
  publisher = {Association for Computing Machinery},
  series = {DIS '23 Companion},
  doi = {10.1145/3563703.3596622},
  file = {:/Volumes/Data/data-work/Research/Literature/own-pdf/Papenmeier2023_dis_user-perception-abstaining_preprint.pdf:PDF},
  isbn = {9781450398985},
  keywords = {Perception, Human-Centered Machine Learning, Abstaining},
  location = {Pittsburgh, PA, USA},
  numpages = {4},
  url = {https://doi.org/10.1145/3563703.3596622}
}

Jan Trienes, Paul Youssef, Jörg Schlötterer, and Christin Seifert. Guidance in Radiology Report Summarization: An Empirical Evaluation and Error Analysis. Proceedings of the 16th International Natural Language Generation Conference (INLG). 2023. [doi]

BibTeX

@inproceedings{Trienes2023_inlg_guidance-radiology-report-summarization,
  author = {Trienes, Jan and Youssef, Paul and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin},
  booktitle = {Proceedings of the 16th International Natural Language Generation Conference (INLG)},
  title = {Guidance in Radiology Report Summarization: An Empirical Evaluation and Error Analysis},
  year = {2023},
  addendum = {\textit{Best Evaluation Paper Award Nomination}},
  doi = {10.18653/v1/2023.inlg-main.13},
  file = {:/Volumes/Data/data-work/Research/Literature/own-pdf/Trienes2023_inlg_guidance-radiology-report-summarization_author.pdf:PDF}
}

Van Bach Nguyen, Jörg Schlötterer, and Christin Seifert. From Black Boxes to Conversations: Incorporating XAI in a Conversational Agent. Proc. World Conference Explainable Artificial Intelligence (XAI). 2023. Springer Nature Switzerland. [doi]

BibTeX

@inproceedings{Nguyen2023_wcxai_xagent,
  author = {Nguyen, Van Bach and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin},
  booktitle = {Proc. World Conference Explainable Artificial Intelligence (XAI)},
  title = {From Black Boxes to Conversations: Incorporating XAI in a Conversational Agent},
  year = {2023},
  address = {Cham},
  editor = {Longo, Luca},
  pages = {71--96},
  publisher = {Springer Nature Switzerland},
  series = {World Conference on XAI},
  doi = {https://arxiv.org/abs/2209.02552},
  file = {:own-pdf/Nguyen2023_wcxai_xagent_preprint.pdf:PDF}
}

Meike Nauta and Christin Seifert. The Co-12 Recipe for Evaluating Interpretable Part-Prototype Image Classifiers. Proc. World Conference Explainable Artificial Intelligence (XAI). 2023. Springer Nature Switzerland. [doi]

BibTeX

@inproceedings{Nauta2023_wcxai_co-12-for-prototype-models,
  author = {Nauta, Meike and Seifert, Christin},
  booktitle = {Proc. World Conference Explainable Artificial Intelligence (XAI)},
  title = {{The Co-12 Recipe for Evaluating Interpretable Part-Prototype Image Classifiers}},
  year = {2023},
  address = {Cham},
  editor = {Longo, Luca},
  pages = {397--420},
  publisher = {Springer Nature Switzerland},
  doi = {https://arxiv.org/abs/2307.14517},
  file = {:own-pdf/Nauta2023_wcxai_co-12-for-prototype-models_preprint.pdf:PDF},
  isbn = {978-3-031-44064-9}
}

Phuong Quynh Le, Jörg Schlötterer, and Christin Seifert. Is Last Layer Re-Training Truly Sufficient for Robustness to SpuriousCorrelations?. IJCAI Workshop on Explainable AI (XAI). 2023. [doi] [url]

BibTeX

@inproceedings{Le2023_ijcai-xai_llr-sufficient-for-spurious,
  author = {Le, Phuong Quynh and Schl\"{o}tterer, J\"{o}rg and Seifert, Christin},
  booktitle = {IJCAI Workshop on Explainable AI (XAI)},
  title = {Is Last Layer Re-Training Truly Sufficient for Robustness to SpuriousCorrelations?},
  year = {2023},
  doi = {https://doi.org/10.48550/arXiv.2308.00473},
  file = {:own-pdf/Le2023_ijcai-xai_llr-sufficient-for-spurious_author.pdf:PDF},
  url = {https://drive.google.com/file/d/1RcECWItsVWU8DtS3e70rC_oFwOTmcicb/view}
}

Meijie Li, Wolfgang Galetzka, Bahadir Eryilmaz, Georg Christian Lodde, Elisabeth Livingstone, Jörg Schlötterer, and Christin Seifert. Patient trajectory visualization for FHIR healthcare data: A use case on melanoma patients. Proceddings Conference on Learning, Knowledge, Data, Analysis (LWDA). 2023. [url]

BibTeX

@inproceedings{Li2023_lwda_patient-history-vis,
  author = {Li, Meijie and Galetzka, Wolfgang and Eryilmaz, Bahadir and Lodde, Georg Christian and Livingstone, Elisabeth and Schlötterer, Jörg and Seifert, Christin},
  booktitle = {Proceddings Conference on Learning, Knowledge, Data, Analysis (LWDA)},
  title = {Patient trajectory visualization for FHIR healthcare data: A use case on melanoma patients},
  year = {2023},
  file = {:own-pdf/Li2023_lwda_patient-history-vis_author.pdf:PDF},
  url = {https://ceur-ws.org/Vol-3630/LWDA2023-paper14.pdf}
}

Elisa Nguyen, Meike Nauta, Gwenn Englebienne, and Christin Seifert. Feature Attribution Explanations for Spiking Neural Networks. International Conference on Cognitive Machine Intelligence (CogMI). 2023. [doi]

BibTeX

@inproceedings{Nguyen2023_cogmi_explaining-snns,
  author = {Nguyen, Elisa and Nauta, Meike and Englebienne, Gwenn and Seifert, Christin},
  booktitle = {International Conference on Cognitive Machine Intelligence (CogMI)},
  title = {Feature Attribution Explanations for Spiking Neural Networks},
  year = {2023},
  doi = {10.1109/CogMI58952.2023.00018},
  file = {:own-pdf/Nguyen2023_cogmi_explaining-snns_author.pdf:PDF}
}

Meike Nauta, Johannes H. Hegeman, Jeroen Geerdink, Jörg Schlötterer, Maurice van Keulen, and Christin Seifert. Interpreting and Correcting Medical Image Classification with PIP-Net. ECAI International Workshop on Explainable and Interpretable Machine Learning (XI-ML). 2023. Springer Nature Switzerland. [doi] [url]

BibTeX

@inproceedings{Nauta2023_xml_pipnet-medical,
  author = {Nauta, Meike and Hegeman, Johannes H. and Geerdink, Jeroen and Schl\"{o}tterer, J\"{o}rg and {van Keulen}, Maurice and Seifert, Christin},
  booktitle = {ECAI International Workshop on Explainable and Interpretable Machine Learning (XI-ML)},
  title = {{Interpreting and Correcting Medical Image Classification with PIP-Net}},
  year = {2023},
  address = {Cham},
  pages = {198--215},
  publisher = {Springer Nature Switzerland},
  doi = {10.1007/978-3-031-50396-2_11},
  file = {:own-pdf/Nauta2023_xml_pipnet-medical_preprint.pdf:PDF},
  url = {https://arxiv.org/abs/2307.10404}
}

Tanmay Chakraborty, Christian Wirth, and Christin Seifert. Post-hoc Rule Based Explanations for Black Box Bayesian Optimization. ECAI International Workshop on Explainable and Interpretable Machine Learning (XI-ML). 2023. Springer Nature Switzerland. [doi]

BibTeX

@inproceedings{Chakraborty2023_xml_rule-explantions-for-bayesian-optimization,
  author = {Chakraborty, Tanmay and Wirth, Christian and Seifert, Christin},
  booktitle = {ECAI International Workshop on Explainable and Interpretable Machine Learning (XI-ML)},
  title = {Post-hoc Rule Based Explanations for Black Box Bayesian Optimization},
  year = {2023},
  address = {Cham},
  pages = {320--337},
  publisher = {Springer Nature Switzerland},
  doi = {10.1007/978-3-031-50396-2_18},
  file = {:own-pdf/Chakraborty2023_xml_rule-explantions-for-bayesian-optimization_preprint.pdf:PDF}
}

2022

Andrea Papenmeier, Dagmar Kern, Gwenn Englebienne, and Christin Seifert. It’s Complicated: The Relationship between User Trust, Model Accuracy and Explanations in AI. ACM Trans. Comput.-Hum. Interact.. 2022. Association for Computing Machinery. [doi]

BibTeX

@article{Papenmeier2022_tochi_trust-accuracy-explanations,
  author = {Papenmeier, Andrea and Kern, Dagmar and Englebienne, Gwenn and Seifert, Christin},
  journal = {ACM Trans. Comput.-Hum. Interact.},
  title = {{It’s Complicated: The Relationship between User Trust, Model Accuracy and Explanations in AI}},
  year = {2022},
  issn = {1073-0516},
  month = mar,
  number = {4},
  volume = {29},
  address = {New York, NY, USA},
  articleno = {35},
  doi = {10.1145/3495013},
  file = {:own-pdf/Papenmeier2022_tochi_xai-trust-accuracy_preprint.pdf:PDF},
  issue_date = {August 2022},
  keywords = {minimum explanations, explanation fidelity, user trust, machine learning, Explainable AI},
  numpages = {33},
  publisher = {Association for Computing Machinery}
}

Meike Nauta, Ricky Walsh, Adam Dubowski, and Christin Seifert. Uncovering and Correcting Shortcut Learning in Machine Learning Models for Skin Cancer Diagnosis. Diagnostics. 2022. [doi] [url]

BibTeX

@article{Nauta2022_diagnostics_short-cut-learning-skin-cancer,
  author = {Nauta, Meike and Walsh, Ricky and Dubowski, Adam and Seifert, Christin},
  journal = {Diagnostics},
  title = {Uncovering and Correcting Shortcut Learning in Machine Learning Models for Skin Cancer Diagnosis},
  year = {2022},
  issn = {2075-4418},
  number = {1},
  volume = {12},
  article-number = {40},
  doi = {10.3390/diagnostics12010040},
  file = {:own-pdf/Nauta2022_diagnostics_Correcting-Shortcut-Learning-Skin-Cancer_author-version.pdf:PDF},
  url = {https://www.mdpi.com/2075-4418/12/1/40}
}

Saber Zerhoudi, Michael Granitzer, Christin Seifert, and Jörg Schl"otterer. Evaluating Simulated User Interaction and Search Behaviour. Advances in Information Retrieval. 2022. Springer International Publishing. [doi]

BibTeX

@inproceedings{Zerhoudi2022_ecir_evaluating-user-behaviour-in-ir,
  author = {Zerhoudi, Saber and Granitzer, Michael and Seifert, Christin and Schl"{o}tterer, J\"{o}rg},
  booktitle = {Advances in Information Retrieval},
  title = {Evaluating Simulated User Interaction and Search Behaviour},
  year = {2022},
  address = {Cham},
  editor = {Hagen, Matthias and Verberne, Suzan and Macdonald, Craig and Seifert, Christin and Balog, Krisztian and N{\o}rv{\aa}g, Kjetil and Setty, Vinay},
  pages = {240--247},
  publisher = {Springer International Publishing},
  doi = {10.1007/978-3-030-99739-7\_28},
  file = {:own-pdf/Zerhoudi2022a_ircdl_simulating-user-behavior_preprint.pdf:PDF},
  isbn = {978-3-030-99739-7}
}

Andrea Papenmeier, Dagmar Kern, Daniel Hienert, Yvonne Kammerer, and Christin Seifert. How Accurate Does It Feel? – Human Perception of Different Types of Classification Mistakes. Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems. 2022. Association for Computing Machinery. [doi]

BibTeX

@inproceedings{Papenmeier2022a_chi_perceived-accuracy,
  author = {Papenmeier, Andrea and Kern, Dagmar and Hienert, Daniel and Kammerer, Yvonne and Seifert, Christin},
  booktitle = {Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems},
  title = {{How Accurate Does It Feel? -- Human Perception of Different Types of Classification Mistakes}},
  year = {2022},
  address = {New York, NY, USA},
  publisher = {Association for Computing Machinery},
  series = {CHI '22},
  doi = {10.1145/3491102.3501915},
  file = {:own-pdf/Papenmeier2022a_chi_percevied-accuracy_preprint.pdf:PDF}
}

Saber Zerhoudi, Michael Granitzer, Christin Seifert, and Jörg Schl"otterer. Simulating User Interaction and Search Behaviour in Digital Libraries. Proc. Italian Research Conference on Digital Libraries. 2022.

BibTeX

@inproceedings{Zerhoudi2022a_ircdl_simulating-user-behavior,
  author = {Zerhoudi, Saber and Granitzer, Michael and Seifert, Christin and Schl"{o}tterer, J\"{o}rg},
  booktitle = {Proc. Italian Research Conference on Digital Libraries},
  title = {Simulating User Interaction and Search Behaviour in Digital Libraries},
  year = {2022},
  series = {IRCDL},
  file = {:own-pdf/Zerhoudi2022a_ircdl_simulating-user-behavior_preprint.pdf:PDF}
}

Olivier Paalvast, Meike Nauta, Marion Koelle, Jeroen Geerdink, Onno Vijlbrief, Johannes H. Hegeman, and Christin Seifert. Radiology report generation for proximal femur fractures using deep classification and language generation models. Artificial Intelligence in Medicine. 2022. [doi] [url]

BibTeX

@article{Paalvast2022_aim_radiology-report-generation,
  author = {Paalvast, Olivier and Nauta, Meike and Koelle, Marion and Geerdink, Jeroen and Vijlbrief, Onno and Hegeman, Johannes H. and Seifert, Christin},
  journal = {Artificial Intelligence in Medicine},
  title = {Radiology report generation for proximal femur fractures using deep classification and language generation models},
  year = {2022},
  issn = {0933-3657},
  pages = {102281},
  volume = {128},
  doi = {10.1016/j.artmed.2022.102281},
  file = {:own-pdf/Paalvast2022_aim_radiology-report-generation_preprint.pdf:PDF},
  keywords = {Proximal femur fractures, Radiology report generation, Fracture classification, Radiology language model, User study},
  url = {https://www.sciencedirect.com/science/article/pii/S093336572200046X}
}

Van Bach Nguyen, Jan Trienes, Meike Nauta, Shreyasi Pathak, Paul Youssef, Sultan Imangaliyev, Jörg Schlötterer, and Christin Seifert. PPLM Revisited: Steering and Beaming a Lumbering Mammoth to Control Text Generation. ICLR Blog Track. 2022. [url]

BibTeX

@inproceedings{Nguyen2022_iclr-blog_pplmrevisiteds-mammoth,
  author = {Nguyen, Van Bach and Trienes, Jan and Nauta, Meike and Pathak, Shreyasi and Youssef, Paul and Imangaliyev, Sultan and Schlötterer, Jörg and Seifert, Christin},
  booktitle = {ICLR Blog Track},
  title = {{PPLM Revisited: Steering and Beaming a Lumbering Mammoth to Control Text Generation}},
  year = {2022},
  note = {https://iclr-blog-track.github.io/2022/03/25/PPLM/},
  url = {https://iclr-blog-track.github.io/2022/03/25/PPLM/}
}

Sultan Imangaliyev, Jörg Schlötterer, Folker Meyer, and Christin Seifert. Diagnosis of Inflammatory Bowel Disease and Colorectal Cancer through Multi-View Stacked Generalization Applied on Gut Microbiome Data. Diagnostics. 2022. [doi] [url]

BibTeX

@article{Imangaliyev2022_diagnostics_stacking-for-microbiom-data,
  author = {Imangaliyev, Sultan and Schlötterer, Jörg and Meyer, Folker and Seifert, Christin},
  journal = {Diagnostics},
  title = {Diagnosis of Inflammatory Bowel Disease and Colorectal Cancer through Multi-View Stacked Generalization Applied on Gut Microbiome Data},
  year = {2022},
  issn = {2075-4418},
  number = {10},
  volume = {12},
  article-number = {2514},
  doi = {10.3390/diagnostics12102514},
  file = {:own-pdf/Imangaliyev2022_mdpi_stacking-for-microbiom_preprint.pdf:PDF},
  url = {https://www.mdpi.com/2075-4418/12/10/2514}
}

Saber Zerhoudi, Sebastian Günther, Kim Plassmeier, Timo Borst, Christin Seifert, Matthias Hagen, and Michael Granitzer. The SimIIR 2.0 Framework: User Types, Markov Model-Based Interaction Simulation, and Advanced Query Generation. Proceedings of the 31st ACM International Conference on Information & Knowledge Management. 2022. Association for Computing Machinery. [doi]

BibTeX

@inproceedings{Zerhoudi2022_cikm_simiir20framework,
  author = {Zerhoudi, Saber and G\"{u}nther, Sebastian and Plassmeier, Kim and Borst, Timo and Seifert, Christin and Hagen, Matthias and Granitzer, Michael},
  booktitle = {Proceedings of the 31st ACM International Conference on Information \& Knowledge Management},
  title = {{The SimIIR 2.0 Framework: User Types, Markov Model-Based Interaction Simulation, and Advanced Query Generation}},
  year = {2022},
  address = {New York, NY, USA},
  pages = {4661–4666},
  publisher = {Association for Computing Machinery},
  series = {CIKM '22},
  addendum = {\textit{Best Paper Award (Resource Paper Track)}},
  doi = {10.1145/3511808.3557711},
  file = {:own-pdf/Zerhoudi2022b_cikm_simiir20-framework_preprint.pdf:PDF},
  isbn = {9781450392365},
  keywords = {simulation, search behavior, software framework, user modeling},
  location = {Atlanta, GA, USA},
  numpages = {6}
}

Jan Trienes, Jörg Schlötterer, Hans-Ulrich Schildhaus, and Christin Seifert. Patient-friendly Clinical Notes: Towards a new Text Simplification Dataset. Proc. EMNLP Workshop on Text Simplification, Accessibility, and Readability (TSAR). 2022. [url]

BibTeX

@inproceedings{Trienes2022_tsar_patient-friendly-clinical-notes,
  author = {Trienes, Jan and Schl\"{o}tterer, J\"{o}rg and Schildhaus, Hans-Ulrich and Seifert, Christin},
  booktitle = {Proc. EMNLP Workshop on Text Simplification, Accessibility, and Readability (TSAR)},
  title = {Patient-friendly Clinical Notes: Towards a new Text Simplification Dataset},
  year = {2022},
  file = {:own-pdf/Trienes2022_tsar_patient-friendly-clinical-notes_preprint.pdf:PDF},
  url = {https://aclanthology.org/2022.tsar-1.3/}
}

Paul Youssef, Jörg Schlötterer, Sultan Imangaliyev, and Christin Seifert. Model Personalization with Static and Dynamic Patients’ Data. Proc. ICDM Workshop on Data Mining in Biomedical Informatics and Healthcare (DMBIH). 2022. [doi]

BibTeX

@inproceedings{Youssef2022_dmbih_model-personalizaton-patient-data,
  author = {Youssef, Paul and Schl\"{o}tterer, J\"{o}rg and Imangaliyev, Sultan and Seifert, Christin},
  booktitle = {Proc. ICDM Workshop on Data Mining in Biomedical Informatics and Healthcare (DMBIH)},
  title = {Model Personalization with Static and Dynamic Patients’ Data},
  year = {2022},
  doi = {10.1109/ICDMW58026.2022.00051},
  file = {:own-pdf/Youssef2022_dmbih_model-personalizaton-patient-data_preprint.pdf:PDF}
}

Changqing Lu, Shreyasi Pathak, Gwenn Englebienne, and Christin Seifert. Channel Contribution In Deep Learning Based Automatic Sleep Scoring – How Many Channels Do We Need?. IEEE Transactions on Neural Systems and Rehabilitation Engineering. 2022. [doi]

BibTeX

@article{Lu2022_tsnre_channel-contribution-sleep-scoring,
  author = {Lu, Changqing and Pathak, Shreyasi and Englebienne, Gwenn and Seifert, Christin},
  journal = {IEEE Transactions on Neural Systems and Rehabilitation Engineering},
  title = {Channel Contribution In Deep Learning Based Automatic Sleep Scoring – How Many Channels Do We Need?},
  year = {2022},
  pages = {494-505},
  volume = {31},
  doi = {10.1109/TNSRE.2022.3227040},
  file = {:own-pdf/Lu2022_tsnre_channel-contribution-sleep-scoring_preprint.pdf:PDF}
}

Van Bach Nguyen, Kanishka Ghosh Dastidar, Michael Granitzer, and Wissam Siblini. The Importance of Future Information in Credit Card Fraud Detection . Proceedings of The 25th International Conference on Artificial Intelligence and Statistics. 2022. PMLR. [url]

BibTeX

@inproceedings{Nguyen2022_aistats_important_fraud,
  title = { The Importance of Future Information in Credit Card Fraud Detection },
  author = {Bach Nguyen, Van and Ghosh Dastidar, Kanishka and Granitzer, Michael and Siblini, Wissam},
  booktitle = {Proceedings of The 25th International Conference on Artificial Intelligence and Statistics},
  pages = {10067--10077},
  year = {2022},
  editor = {Camps-Valls, Gustau and Ruiz, Francisco J. R. and Valera, Isabel},
  volume = {151},
  series = {Proceedings of Machine Learning Research},
  month = {28--30 Mar},
  publisher = {PMLR},
  pdf = {https://proceedings.mlr.press/v151/bach-nguyen22a/bach-nguyen22a.pdf},
  url = {https://proceedings.mlr.press/v151/bach-nguyen22a.html}
}

2021

Bram C. S. de Vries, Johannes H. Hegeman, Wieke Nijmeijer, Jeroen Geerdink, Christin Seifert, and Karin G. M. Groothuis-Oudshoorn. Comparing three machine learning approaches to design a risk assessment tool for future fractures: predicting a subsequent major osteoporotic fracture in fracture patients with osteopenia and osteoporosis. Osteoporosis International. 2021. [doi]

BibTeX

@article{Vries2021_osteoporosis_risk-assessment-for-future-fractures,
  author = {{de Vries}, Bram C. S. and Hegeman, Johannes H. and Nijmeijer, Wieke and Geerdink, Jeroen and Seifert, Christin and Groothuis-Oudshoorn, Karin G. M.},
  journal = {Osteoporosis International},
  title = {Comparing three machine learning approaches to design a risk assessment tool for future fractures: predicting a subsequent major osteoporotic fracture in fracture patients with osteopenia and osteoporosis},
  year = {2021},
  issn = {1433-2965},
  month = jan,
  doi = {10.1007/s00198-020-05735-z},
  file = {:/Volumes/Data/data-work/Research/Literature/bib/own/Vries2021_OstInt_ComparingThreeMachineLearningA.pdf:PDF;:/Volumes/Data/data-work/Research/Literature/bib/own/Vries2021_ostint_predicting-subsequent-fracture_author-version.pdf:PDF}
}

Meike Nauta, Ron van Bree, and Christin Seifert. Neural Prototype Trees for Interpretable Fine-grained Image Recognition. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2021. [doi]

BibTeX

@inproceedings{Nauta2021_cvpr_prototree,
  author = {Nauta, Meike and van Bree, Ron and Seifert, Christin},
  booktitle = {{IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}},
  title = {Neural Prototype Trees for Interpretable Fine-grained Image Recognition},
  year = {2021},
  pages = {14933--14943},
  doi = {10.1109/CVPR46437.2021.01469},
  file = {:own-pdf/Nauta2021_cvpr_ProtoTree_proceedings-version.pdf:PDF}
}

Shreyasi Pathak, Changqing Lu, Sunil Belur Nagaraj, Michel van Putten, and Christin Seifert. STQS: Interpretable multi-modal Spatial-Temporal-seQuential model for automatic Sleep scoring. Artificial Intelligence in Medicine. 2021. [doi] [url]

BibTeX

@article{Pathak2021_aim_automatic-sleep-scoring,
  author = {Pathak, Shreyasi and Lu, Changqing and Nagaraj, Sunil Belur and {van Putten}, Michel and Seifert, Christin},
  journal = {Artificial Intelligence in Medicine},
  title = {{STQS: Interpretable multi-modal Spatial-Temporal-seQuential model for automatic Sleep scoring}},
  year = {2021},
  issn = {0933-3657},
  pages = {102038},
  volume = {114},
  doi = {10.1016/j.artmed.2021.102038},
  file = {:/Volumes/Data/data-work/Research/Literature/bib/own/Pathak2021_aim_STQS-interpretable-model-for-sleep-scoring_preprint.pdf:PDF},
  keywords = {Sleep scoring, Sleep stage annotation, Deep learning, EEG, EOG, EMG signals, Post-hoc interpretability, Explainable AI},
  url = {https://www.sciencedirect.com/science/article/pii/S0933365721000312}
}

Claudia Alessandra Libbi, Jan Trienes, Dolf Trieschnigg, and Christin Seifert. Generating Synthetic Training Data for Supervised De-Identification of Electronic Health Records. Future Internet. 2021. [doi] [url]

BibTeX

@article{Libbi2021_futint_synthetic-data-deidentification,
  author = {Libbi, Claudia Alessandra and Trienes, Jan and Trieschnigg, Dolf and Seifert, Christin},
  journal = {Future Internet},
  title = {Generating Synthetic Training Data for Supervised De-Identification of Electronic Health Records},
  year = {2021},
  issn = {1999-5903},
  number = {5},
  volume = {13},
  article-number = {136},
  doi = {10.3390/fi13050136},
  file = {:own-pdf/Libbi2021-SyntheticTrainingData_preprint.pdf:PDF},
  url = {https://www.mdpi.com/1999-5903/13/5/136}
}

Meike Nauta, Annemarie Jutte, Jesper Provoost, and Christin Seifert. This Looks Like That, Because ... Explaining Prototypes for Interpretable Image Recognition. Proc. ECML PKDD International Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD). 2021. [url]

BibTeX

@inproceedings{Nauta2021a_xkdd_explaining-prototypes,
  author = {Nauta, Meike and Jutte, Annemarie and Provoost, Jesper and Seifert, Christin},
  booktitle = {Proc. ECML PKDD International Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD)},
  title = {This Looks Like That, Because ... Explaining Prototypes for Interpretable Image Recognition},
  year = {2021},
  file = {:own/Nauta2021a_xkdd_exproto_author-version.pdf:PDF},
  url = {https://arxiv.org/abs/2011.02863}
}

Dou Liu, Tingting Zhu, Jörg Schlötterer, Christin Seifert, and Shenghui Wang. Rewriting Fictional Texts Using Pivot Paraphrase Generation and Character Modification. Text, Speech, and Dialogue. 2021. Springer International Publishing. [doi]

BibTeX

@incollection{Liu2021a_tsd_rewriting-fiction,
  author = {Liu, Dou and Zhu, Tingting and Schlötterer, Jörg and Seifert, Christin and Wang, Shenghui},
  booktitle = {Text, Speech, and Dialogue},
  publisher = {Springer International Publishing},
  title = {Rewriting Fictional Texts Using Pivot Paraphrase Generation and Character Modification},
  year = {2021},
  pages = {73--85},
  doi = {10.1007/978-3-030-83527-9_6},
  file = {:own/Dou2021_tsd_rewriting-fictional-texts_preprint.pdf:PDF}
}

Meike Nauta, Ron van Bree, and Christin Seifert. Intrinsically Interpretable Image Recognition with Neural Prototype Trees. Beyond Fairness: Towards a Just, Equitable, and Accountable Computer Vision: CVPR 2021 Workshop. 2021.

BibTeX

@inproceedings{Nauta2021b_beyondfairws_prototree,
  author = {Nauta, Meike and van Bree, Ron and Seifert, Christin},
  booktitle = {Beyond Fairness: Towards a Just, Equitable, and Accountable Computer Vision: CVPR 2021 Workshop},
  title = {Intrinsically Interpretable Image Recognition with Neural Prototype Trees},
  year = {2021},
  file = {:own-pdf/Nauta2021c_cvpr-ws_prototree_author-version.pdf:PDF}
}

Hendrik F.R. Schmidt, Jörg Schlötterer, Marcel Bargull, Enrico Nasca, Ryan Aydelott, Christin Seifert, and Folker Meyer. Towards a Trustworthy, Secure and Reliable Enclave for Machine Learning in a Hospital Setting: The Essen Medical Computing Platform (EMCP). IEEE International Conference on Cognitive Machine Intelligence (CogMI). 2021. [doi]

BibTeX

@inproceedings{Schmidt2021_ieeecogmi_essen-medical-computing-platform,
  author = {Schmidt, Hendrik F.R. and Schl{\"o}tterer, J{\"o}rg and Bargull, Marcel and Nasca, Enrico and Aydelott, Ryan and Seifert, Christin and Meyer, Folker},
  booktitle = {{{IEEE}} International Conference on Cognitive Machine Intelligence ({{CogMI}})},
  title = {Towards a Trustworthy, Secure and Reliable Enclave for Machine Learning in a Hospital Setting: {{The Essen Medical Computing Platform}} ({{EMCP}})},
  year = {2021},
  pages = {116--123},
  doi = {10.1109/CogMI52975.2021.00023},
  file = {:own/Schmidt2021_cogmi_ML-in-hospital_preprint.pdf:PDF}
}

Saber Zerhoudi, Michael Granitzer, Jörg Schlötterer, and Christin Seifert. Query Change as a Contextual Markov Model for Simulating User Search Behaviour. Proceedings of the 12th Forum for Information Retrieval Evaluation. 2021. Association for Computing Machinery. [doi]

BibTeX

@inproceedings{Zerhoudi2021_fire_simulating-search-behaviour-with-query-change,
  author = {Zerhoudi, Saber and Granitzer, Michael and Schl\"{o}tterer, J\"{o}rg and Seifert, Christin},
  booktitle = {Proceedings of the 12th Forum for Information Retrieval Evaluation},
  title = {Query Change as a Contextual Markov Model for Simulating User Search Behaviour},
  year = {2021},
  publisher = {Association for Computing Machinery},
  series = {FIRE '21},
  doi = {10.1145/3503162.3503165},
  file = {:own-pdf/Zerhoudi2021_fire_simulating-user-search.pdf:PDF}
}

2020

Maurice van Keulen, Christin Seifert, Mannes Poel, and Karin Groothuis-Oudshoorn. Scalable Interdisciplinary Data Science Teaching at the University of Twente. Berlin Journal of Data Science. 2020. [url]

BibTeX

@article{vanKeulen2020_bjds_data-science-teaching-at-UT,
  author = {{van Keulen}, Maurice and Seifert, Christin and Poel, Mannes and Groothuis-Oudshoorn, Karin},
  journal = {Berlin Journal of Data Science},
  title = {Scalable Interdisciplinary Data Science Teaching at the University of Twente},
  year = {2020},
  issn = {978-3-00-064614-0},
  month = dec,
  volume = {1},
  language = {English},
  url = {http://data-science-berlin.de/posts/01/scalable-interdisciplinary-data-science-teaching-at-the-university-of-twente.pdf}
}

Valentine Legoy, Marco Caselli, Andreas Peter, and Christin Seifert. rcATT: retrieving ATT&CK tactics and techniques in cyber threat reports. FIRST Cyber Threat Intelligence Symposium. 2020.

BibTeX

@inproceedings{Legoy2020_cti-symp_cyberthread-report-text-analysis,
  author = {Legoy, Valentine and Caselli, Marco and Peter, Andreas and Seifert, Christin},
  booktitle = {FIRST Cyber Threat Intelligence Symposium},
  title = {rcATT: retrieving ATT\&CK tactics and techniques in cyber threat reports},
  year = {2020},
  address = {Zurich},
  month = mar,
  file = {:own/Legoy2020_arxiv_attack-classification.pdf:PDF},
  owner = {sech},
  timestamp = {2020.01.03}
}

Jan Trienes, Dolf Trieschnigg, Christin Seifert, and Djoerd Hiemstra. Comparing Rule-based, Feature-based and Deep Neural Methods for De-identification of Dutch Medical Records. Proc. Health Search and Data Mining Workshop. 2020.

BibTeX

@inproceedings{Trienes2020_hsdm-ws_de-identification-dutch-medical,
  author = {Trienes, Jan and Trieschnigg, Dolf and Seifert, Christin and Hiemstra, Djoerd},
  booktitle = {Proc. Health Search and Data Mining Workshop},
  title = {Comparing Rule-based, Feature-based and Deep Neural Methods for De-identification of Dutch Medical Records},
  year = {2020},
  series = {HSDM},
  addendum = {\textit{Best Paper Award}},
  file = {:own-pdf/Trienes2020_hsdm_anonymizing-health-records_preprint.pdf:PDF}
}

Jörg Schlötterer, Christin Seifert, and Michael Granitzer. QueryCrumbs Search History Visualization - Usability, Transparency and Long-term Usage. Journal of Computer Languages. 2020. [doi] [url]

BibTeX

@article{Schloetterer2020_jcl_query-crumbs,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Granitzer, Michael},
  journal = {Journal of Computer Languages},
  title = {QueryCrumbs Search History Visualization - Usability, Transparency and Long-term Usage},
  year = {2020},
  issn = {2590-1184},
  volume = {57},
  doi = {10.1016/j.cola.2020.100941},
  file = {:own/Schloetterer2020_jcl_querycrumbs_author-version.pdf:PDF},
  owner = {sech},
  timestamp = {2020.01.03},
  url = {http://www.sciencedirect.com/science/article/pii/S2590118420300010}
}

Francesca Marazza, Faiza Allah Bukhsh, Jeroen Geerdink, Onno Vijlbrief, Shreyasi Pathak, Maurice van Keulen, and Christin Seifert. Automatic Process Comparison for Subpopulations: Application in Cancer Care. Int. J. Environ. Res. Public Health. 2020. [doi] [url]

BibTeX

@article{Marazza2020_mdpi-jerph_process-comparison-cancer,
  author = {Marazza, Francesca and Bukhsh, Faiza Allah and Geerdink, Jeroen and Vijlbrief, Onno and Pathak, Shreyasi and van Keulen, Maurice and Seifert, Christin},
  journal = {Int. J. Environ. Res. Public Health},
  title = {Automatic Process Comparison for Subpopulations: Application in Cancer Care},
  year = {2020},
  number = {16},
  volume = {17},
  doi = {10.3390/ijerph1716570},
  file = {:own/Marazza2020_ijerph_process-comparison-cancer-care_preprint.pdf:PDF},
  url = {https://www.mdpi.com/1660-4601/17/16/5707/htm}
}

Mihai David Marin, Elena Mocanu, and Christin Seifert. Effectiveness of neural language models for word prediction of textual mammography reports. Proc. IEEE International Conference on Systems, Man, and Cybernetics. 2020.

BibTeX

@inproceedings{Marin2020_ieeesmc_word-prediction-mammography,
  author = {Marin, Mihai David and Mocanu, Elena and Seifert, Christin},
  booktitle = {Proc. IEEE International Conference on Systems, Man, and Cybernetics},
  title = {Effectiveness of neural language models for word prediction of textual mammography reports},
  year = {2020},
  series = {IEEE SMC},
  file = {:/Volumes/Data/data-work/research/literature/bib/own/Marin2020_SMC_Language-Models-for-mammography-reports_preprint.pdf:PDF}
}

Frank Ruis, Shreyasi Pathak, Jeroen Geerdink, Johannes H. Hegeman, Christin Seifert, and Maurice van Keulen. Human-in-the-loop Language-agnostic Extraction of Medication Data from Highly Unstructured Electronic Health Records. Proc. International Conference on Data Mining Workshops. 2020. IEEE.

BibTeX

@inproceedings{Ruis2020_icdm-dmbih-ws_medication-extraction,
  author = {Ruis, Frank and Pathak, Shreyasi and Geerdink, Jeroen and Hegeman, Johannes H. and Seifert, Christin and van Keulen, Maurice},
  booktitle = {Proc. International Conference on Data Mining Workshops},
  title = {Human-in-the-loop Language-agnostic Extraction of Medication Data from Highly Unstructured Electronic Health Records},
  year = {2020},
  publisher = {{IEEE}},
  file = {:/Volumes/Data/data-work/research/literature/bib/own/Ruis2020_dmbih_medication_extraction_preprint.pdf:PDF;:own-pdf/Ruis2020human_in_the_loop_preprint.pdf:PDF}
}

Elisa Nguyen, Daphne Theodorakopoulos, Shreyasik Pathak, Jeroen Geerdink, Onno Vijlbrief, Maurice van Keulen, and Christin Seifert. A Hybrid Text Classification and Language Generation Model for Automated Summarization of Dutch Breast Cancer Radiology Reports. Proceedings International Conference on Cognitive Machine Intelligence. 2020. IEEE.

BibTeX

@inproceedings{Nguyen2020_ieeecogmi_summarization-breast-cancer-radiology-reports,
  author = {Nguyen, Elisa and Theodorakopoulos, Daphne and Pathak, Shreyasik and Geerdink, Jeroen and Vijlbrief, Onno and {van Keulen}, Maurice and Seifert, Christin},
  booktitle = {Proceedings International Conference on Cognitive Machine Intelligence},
  title = {A Hybrid Text Classification and Language Generation Model for Automated Summarization of Dutch Breast Cancer Radiology Reports},
  year = {2020},
  publisher = {IEEE},
  series = {CogMI},
  file = {:/Volumes/Data/data-work/Research/Literature/bib/own/Nguyen2020_cogmi_automatic-report-summarization_preprint.pdf:PDF}
}

Meike Nauta, Michel J.A.M. van Putten, Marleen C. Tjepkema-Cloostermans, Jeroen Peter Bos, Maurice van Keulen, and Christin Seifert. Interactive Explanations of Internal Representations of Neural Network Layers: An Exploratory Study on Outcome Prediction of Comatose Patients. International Workshop on Knowledge Discovery in Healthcare Data. 2020. [url]

BibTeX

@inproceedings{Nauta2020_kdh-ws_interactive-explanations-comatose-patients,
  author = {Nauta, Meike and {van Putten}, Michel J.A.M. and Tjepkema-Cloostermans, Marleen C. and Bos, Jeroen Peter and {van Keulen}, Maurice and Seifert, Christin},
  booktitle = {International Workshop on Knowledge Discovery in Healthcare Data},
  title = {Interactive Explanations of Internal Representations of Neural Network Layers: An Exploratory Study on Outcome Prediction of Comatose Patients},
  year = {2020},
  series = {KDH},
  volume = {2675},
  file = {:own/Nauta2019_make_causal-discovery_preprint.pdf:PDF},
  url = {http://ceur-ws.org/Vol-2675/paper1.pdf}
}

2019

Shreyasi Pathak, Jorit van Rossen, Onno Vijlbrief, Jeroen Geerdink, Christin Seifert, and Maurice van Keulen. Post-Structuring Radiology Reports of Breast Cancer Patients for Clinical Quality Assurance. IEEE/ACM Transactions on Computational Biology and Bioinformatics. 2019. [doi]

BibTeX

@article{Pathak2019_tcbb_post-structuring-radiology-reports,
  author = {Pathak, Shreyasi and {van Rossen}, Jorit and Vijlbrief, Onno and Geerdink, Jeroen and Seifert, Christin and {van Keulen}, Maurice},
  journal = {IEEE/ACM Transactions on Computational Biology and Bioinformatics},
  title = {Post-Structuring Radiology Reports of Breast Cancer Patients for Clinical Quality Assurance},
  year = {2019},
  issn = {2375-9259},
  month = may,
  doi = {10.1109/TCBB.2019.2914678},
  file = {:own/Pathak2019_tcbb_post-structuring-radiology-reports_preprint.pdf:PDF},
  keywords = {Radiology;Breast cancer;Quality assurance;Standards;Task analysis;Machine learning;Natural language processing;Quality Assurance;Automatic Structuring;Post-Structuring;Radiology Reports;Conditional Random Field}
}

Meike Nauta, Doina Bucur, and Christin Seifert. Causal Discovery with Attention-Based Convolutional Neural Networks. Machine Learning and Knowledge Extraction. 2019. [doi] [url]

BibTeX

@article{Nauta2019_mdpi-make_causal-discovery-tcdf,
  author = {Nauta, Meike and Bucur, Doina and Seifert, Christin},
  journal = {Machine Learning and Knowledge Extraction},
  title = {Causal Discovery with Attention-Based Convolutional Neural Networks},
  year = {2019},
  issn = {2504-4990},
  month = jan,
  number = {1},
  pages = {312--340},
  volume = {1},
  comment = {paper with code https://paperswithcode.com/paper/causal-discovery-with-attention-based-co},
  doi = {10.3390/make1010019},
  url = {http://www.mdpi.com/2504-4990/1/1/19}
}

Stefanie Scherzinger, Christin Seifert, and Lena Wiese. The Best of both Worlds: Challenges in Linking Provenance and Explainability in Distributed ML. Proc. International Conference on Distributed Computing Systems. 2019.

BibTeX

@inproceedings{Scherzinger2019_ieee-icdcs_distributed-ml-provenance-explainability,
  author = {Scherzinger, Stefanie and Seifert, Christin and Wiese, Lena},
  booktitle = {Proc. International Conference on Distributed Computing Systems},
  title = {The Best of both Worlds: Challenges in Linking Provenance and Explainability in Distributed ML},
  year = {2019},
  series = {ICDCS},
  file = {:own/Scherzinger2019_icdcs_e2e-explanations_preprint.pdf:PDF}
}

Andrea Papenmeier, Gwenn Englebienne, and Christin Seifert. How model accuracy and explanation fidelity influence user trust in AI. IJCAI Workshop on Explainable Artificial Intelligence (X-AI). 2019. [url]

BibTeX

@inproceedings{Papenmeier2019_ijcai-xai-ws_trust-explanations-accuracy,
  author = {Papenmeier, Andrea and Englebienne, Gwenn and Seifert, Christin},
  booktitle = {IJCAI Workshop on Explainable Artificial Intelligence (X-AI)},
  title = {How model accuracy and explanation fidelity influence user trust in AI},
  year = {2019},
  note = {\textbf{Best Paper Award}},
  comment = {submitted},
  url = {http://arxiv.org/abs/1907.12652}
}

Francesca Marazza, Faiza Bukhsh, Onno Vijlbrief, Jeroen Geerdink, Shreyaasi Pathak, Maurice van Keulen, and Christin Seifert. Comparing Process Models for Patient Populations: Application in Breast Cancer Care. Proc. International Workshop on Process-Oriented Data Science for Healthcare. 2019.

BibTeX

@inproceedings{Marazza2019_pods-ws_process-model-comparison-breast-cancer,
  author = {Marazza, Francesca and Bukhsh, Faiza and Vijlbrief, Onno and Geerdink, Jeroen and Pathak, Shreyaasi and van Keulen, Maurice and Seifert, Christin},
  booktitle = {Proc. International Workshop on Process-Oriented Data Science for Healthcare},
  title = {Comparing Process Models for Patient Populations: Application in Breast Cancer Care},
  year = {2019},
  file = {:own/Marazza2019_pods_Process-Models-Breast-Cancer-Care_preprint.pdf:PDF}
}

Abraham Theodorus, Meike Nauta, and Christin Seifert. Evaluating CNN Interpretabilty on Sketch Classification. Proc. International Conference on Machine Vision. 2019. [doi]

BibTeX

@inproceedings{Theodorus2019_icmv_cnn-interpretability-sketch,
  author = {Theodorus, Abraham and Nauta, Meike and Seifert, Christin},
  booktitle = {Proc. International Conference on Machine Vision},
  title = {Evaluating CNN Interpretabilty on Sketch Classification},
  year = {2019},
  doi = {10.1117/12.2559536},
  file = {:own/Theodorus2019_icmv_cnn-interpretability-on-sketch-data_author-copy.pdf:PDF;:own/Theodorus2019_icmv_cnn-interpretability-on-sketch-data_publisher-version.pdf:PDF}
}

Michelle Peters, Lindsay Kempen, Meike Nauta, and Christin Seifert. Visualising the Training Process of Convolutional Neural Networks for Non-Experts. Proc. Benelux Conference on Artificial Intelligence. 2019. [url]

BibTeX

@inproceedings{Peters2019_bcai_visualizing-training-nn-lay,
  author = {Peters, Michelle and Kempen, Lindsay and Nauta, Meike and Seifert, Christin},
  booktitle = {Proc. Benelux Conference on Artificial Intelligence},
  title = {Visualising the Training Process of Convolutional Neural Networks for Non-Experts},
  year = {2019},
  series = {BNAIC},
  file = {:own/Peters2019_bnaic-vis-training-cnn_author-copy.pdf:PDF},
  url = {http://ceur-ws.org/Vol-2491/}
}

Christin Seifert, Stefanie Scherzinger, and Lena Wiese. Towards Generating Consumer Labels for Machine Learning Models. Proc. International Conference on Cognitive Machine Intelligence. 2019.

BibTeX

@inproceedings{Seifert2019_ieee-cogmi_consumper-labels,
  author = {Seifert, Christin and Scherzinger, Stefanie and Wiese, Lena},
  booktitle = {Proc. International Conference on Cognitive Machine Intelligence},
  title = {Towards Generating Consumer Labels for Machine Learning Models},
  year = {2019},
  series = {CogMI},
  file = {:own/Seifert2019_cogmi_consumer-labels_preprint.pdf:PDF}
}

Kilian Ros, Elena Mocanu, and Christin Seifert. Airport Restroom Cleanliness Prediction Using Real Time User Feedback Data. Proc. International Conference on Collaboration and Internet Computing. 2019.

BibTeX

@inproceedings{Ros2019_ieee-cic_airport-restroom-cleanliness,
  author = {Ros, Kilian and Mocanu, Elena and Seifert, Christin},
  booktitle = {Proc. International Conference on Collaboration and Internet Computing},
  title = {Airport Restroom Cleanliness Prediction Using Real Time User Feedback Data},
  year = {2019},
  series = {CIC},
  file = {:own/Ros2019_cogmi_airport_restroom_cleanliness_preprint.pdf:PDF}
}

Jan Trienes and Krisztian Balog. Identifying Unclear Questions in Community Question Answering Websites. Advances in Information Retrieval. 2019. [doi]

BibTeX

@inproceedings{Trienes:2019:ECIR,
  author = {Trienes, Jan and Balog, Krisztian},
  title = {Identifying Unclear Questions in Community Question Answering Websites},
  booktitle = {Advances in Information Retrieval},
  year = {2019},
  pages = {276--289},
  doi = {10.1007/978-3-030-15712-8_18}
}

2018

Martin Toepfer and Christin Seifert. Fusion architectures for automatic subject indexing under concept drift. International Journal on Digital Libraries. 2018. [doi]

BibTeX

@article{Toepfer2018_ijdl_fusion-architectures-subject-indexing,
  author = {Toepfer, Martin and Seifert, Christin},
  journal = {International Journal on Digital Libraries},
  title = {Fusion architectures for automatic subject indexing under concept drift},
  year = {2018},
  issn = {1432-1300},
  month = may,
  day = {15},
  doi = {10.1007/s00799-018-0240-3},
  file = {:own-pdf/Toepfer2018_ijdl_subject-indexing-under-concept-drift_preprint.pdf:PDF}
}

Jörg Schlötterer, Christin Seifert, and Michael Granitzer. QueryCrumbs for Experts: A Compact Visual Query Support System to Facilitate Insights into Search Engine Internals. Proc. International Conference on Information Visualization (IV). 2018. [doi]

BibTeX

@inproceedings{Schloetterer2018_iv_query-crumbs-experts,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proc. International Conference on Information Visualization (IV)},
  title = {QueryCrumbs for Experts: A Compact Visual Query Support System to Facilitate Insights into Search Engine Internals},
  year = {2018},
  date-added = {2018-05-17 07:32:42 +0000},
  date-modified = {2018-05-17 07:34:18 +0000},
  doi = {10.1109/iV.2018.00024},
  file = {Schloetterer2018_iv_QueryCrumbsforExperts_preprint.pdf}
}

Nils Witt, Michael Granitzer, and Christin Seifert. Collection-Document Summaries. Advances in Information Retrieval. 2018. Springer International Publishing.

BibTeX

@inproceedings{Witt2018_ecir_collection-document-summaries,
  author = {Witt, Nils and Granitzer, Michael and Seifert, Christin},
  booktitle = {Advances in Information Retrieval},
  title = {Collection-Document Summaries},
  year = {2018},
  address = {Cham},
  editor = {Pasi, Gabriella and Piwowarski, Benjamin and Azzopardi, Leif and Hanbury, Allan},
  pages = {638--643},
  publisher = {Springer International Publishing},
  file = {:own/Witt2018_ecir_document-collection-summaries.pdf:PDF;:own/Witt2018_ecir_document-collection-summaries_poster.pdf:PDF},
  isbn = {978-3-319-76941-7},
  owner = {sech},
  timestamp = {2018.04.17}
}

Tobias Milz and Christin Seifert. Analysing Author Self-Citations in Computer Science Publications. Proc. International Workshop on Technologies for Information Retrieval (TIR). 2018.

BibTeX

@inproceedings{Milz2018_tir-ws_author-self-citations-in-CS,
  author = {Milz, Tobias and Seifert, Christin},
  booktitle = {Proc. International Workshop on Technologies for Information Retrieval (TIR)},
  title = {Analysing Author Self-Citations in Computer Science Publications},
  year = {2018}
}

Martin Toepfer and Christin Seifert. Content-Based Quality Estimation for Automatic Subject Indexing of Short Texts under Precision and Recall Constraints. Proc. International Conference on Theory and Practice of Digital Libraries (TPDL). 2018. [url]

BibTeX

@inproceedings{Toepfer2018a_tpdl_subject-indexing-quality-estimation,
  author = {Toepfer, Martin and Seifert, Christin},
  booktitle = {Proc. International Conference on Theory and Practice of Digital Libraries (TPDL)},
  title = {Content-Based Quality Estimation for Automatic Subject Indexing of Short Texts under Precision and Recall Constraints},
  year = {2018},
  file = {:own/Toepfer2018a_tpdl_quality-estimation_archive-preprint.pdf:PDF},
  url = {https://arxiv.org/abs/1806.02743}
}

Tobias Milz and Christin Seifert. Who cites what in Computer Science? - Analysing Citation Patterns across Conference Rank and Gender. Proc. International Conference on Theory and Practice of Digital Libraries (TPDL). 2018.

BibTeX

@inproceedings{Milz2018a_tpdl_citation-patterns-in-CS,
  author = {Milz, Tobias and Seifert, Christin},
  booktitle = {Proc. International Conference on Theory and Practice of Digital Libraries (TPDL)},
  title = {Who cites what in Computer Science? - Analysing Citation Patterns across Conference Rank and Gender},
  year = {2018},
  file = {:own/Milz2018_tpdl_citation-rank-gender_preprint.pdf:PDF}
}

Nils Witt, Tobias Milz, and Christin Seifert. Most Important First – Keyphrase Scoring for Improved Ranking in Settings With Limited Keyphrases. Proc. International Conference on Discovery Science. 2018.

BibTeX

@inproceedings{Witt2018a_ds_keyphrase-scoring,
  author = {Witt, Nils and Milz, Tobias and Seifert, Christin},
  booktitle = {Proc. International Conference on Discovery Science},
  title = {Most Important First – Keyphrase Scoring for Improved Ranking in Settings With Limited Keyphrases},
  year = {2018},
  series = {DS},
  file = {:own/Witt2018a_ds_keyphrase-scoring_preprint.pdf:PDF;:own.bib:bib},
  owner = {sech},
  timestamp = {2018.09.15}
}

Shreyasi Pathak, Jorit van Rossen, Onno Vijlbrief, Jeroen Geerdink, Christin Seifert, and Maurice van Keulen. Automatic Structuring of Breast Cancer Radiology Reports for Quality Assurance. Proc. Workshop on Data Mining in Biomedical Informatics and Healthcare. 2018.

BibTeX

@inproceedings{Pathak2018_dmbih-ws_structuring-breast-cancer-radiology-reports,
  author = {Pathak, Shreyasi and {van Rossen}, Jorit and Vijlbrief, Onno and Geerdink, Jeroen and Seifert, Christin and {van Keulen}, Maurice},
  booktitle = {Proc. Workshop on Data Mining in Biomedical Informatics and Healthcare},
  title = {Automatic Structuring of Breast Cancer Radiology Reports for Quality Assurance},
  year = {2018},
  series = {DMBIH},
  file = {:own/Pathak2018-dmbih-radiology-report-structuring.pdf:PDF},
  owner = {sech},
  timestamp = {2018.09.15}
}

Jan Trienes, Andrés Torres Cano, and Djoerd Hiemstra. Recommending Users: Whom to Follow on Federated Social Networks. Proceedings of the 17th Dutch-Belgian Information Retrieval Workshop (DIR). 2018. [url]

BibTeX

@inproceedings{Trienes:2018:DIR,
  author = {Trienes, Jan and Cano, Andrés Torres and Hiemstra, Djoerd},
  title = {Recommending Users: {W}hom to Follow on Federated Social Networks},
  booktitle = {Proceedings of the 17th Dutch-Belgian Information Retrieval Workshop (DIR)},
  year = {2018},
  url = {https://arxiv.org/abs/1811.09292}
}

2017

Christin Seifert, Werner Bailer, Thomas Orgel, Louis Gantner, Roman Kern, Hermann Ziak, Albin Petit, Jörg Schlötterer, Stefan Zwicklbauer, and Michael Granitzer. Ubiquitous Access to Digital Cultural Heritage. J. Comput. Cult. Herit.. 2017. ACM. [doi] [url]

BibTeX

@article{Seifert2017_joch_access-to-digital-cultural-heritage,
  author = {Seifert, Christin and Bailer, Werner and Orgel, Thomas and Gantner, Louis and Kern, Roman and Ziak, Hermann and Petit, Albin and Schl\"{o}tterer, J\"{o}rg and Zwicklbauer, Stefan and Granitzer, Michael},
  journal = {J. Comput. Cult. Herit.},
  title = {Ubiquitous Access to Digital Cultural Heritage},
  year = {2017},
  issn = {1556-4673},
  month = apr,
  number = {1},
  pages = {4:1--4:27},
  volume = {10},
  acmid = {3012284},
  address = {New York, NY, USA},
  articleno = {4},
  doi = {10.1145/3012284},
  file = {:own/Seifert2017_jocch_ubiquitous-access-to-digital-cultural-heritage.pdf:PDF},
  issue_date = {April 2017},
  keywords = {Search aggregation, metadata harmonization, user context detection},
  numpages = {27},
  publisher = {ACM},
  url = {http://doi.acm.org/10.1145/3012284}
}

Christin Seifert, Aisha Aamir, Aparna Balagopalan, Dhruv Jain, Abhinav Sharma, Sebastian Grottel, and Stefan Gumhold. Visualizations of Deep Neural Networks in Computer Vision: A Survey. Transparent Data Mining for Big and Small Data. 2017. Springer. [doi]

BibTeX

@incollection{Seifert2017a_sbd_survey-visualizations-dnn,
  author = {Seifert, Christin and Aamir, Aisha and Balagopalan, Aparna and Jain, Dhruv and Sharma, Abhinav and Grottel, Sebastian and Gumhold, Stefan},
  booktitle = {Transparent Data Mining for Big and Small Data},
  publisher = {Springer},
  title = {Visualizations of Deep Neural Networks in Computer Vision: A Survey},
  year = {2017},
  address = {Cham},
  editor = {Cerquitelli, Tania and Quercia, Daniele and Pasquale, Frank},
  isbn = {978-3-319-54024-5},
  pages = {123--144},
  doi = {10.1007/978-3-319-54024-5_6},
  file = {:own/Seifert2017a_glassboxdm_vis-of-dnn-survey_preprint.pdf:PDF}
}

Christin Seifert, Annett Mitschick, Jörg Schlötterer, and Raimund Dachselt. Focus Paragraph Detection for Online Zero-Effort Queries: Lessons Learned from Eye-Tracking Data. Proceedings Conference Human Information Interaction and Retrieval. 2017. ACM. [doi] [url]

BibTeX

@inproceedings{Seifert2017b_chiir_focus-paragraph-detection-eye-tracking,
  author = {Seifert, Christin and Mitschick, Annett and Schl\"{o}tterer, J\"{o}rg and Dachselt, Raimund},
  booktitle = {Proceedings Conference Human Information Interaction and Retrieval},
  title = {Focus Paragraph Detection for Online Zero-Effort Queries: Lessons Learned from Eye-Tracking Data},
  year = {2017},
  address = {New York, NY, USA},
  pages = {301--304},
  publisher = {ACM},
  series = {CHIIR},
  acmid = {3022138},
  doi = {10.1145/3020165.3022138},
  file = {:own/Seifert2017b_chiir_paragraph-detection-eye-tracking.pdf:PDF},
  isbn = {978-1-4503-4677-1},
  keywords = {eye tracking, focus paragraph detection, zero-effort queries},
  location = {Oslo, Norway},
  numpages = {4},
  url = {http://doi.acm.org/10.1145/3020165.3022138}
}

Martin Toepfer and Christin Seifert. Descriptor-invariant Fusion Architectures for Automatic Subject Indexing. Proc. of Joint Conference on Digital Libraries. 2017. ACM. [doi] [url]

BibTeX

@inproceedings{Toepfer2017_jcdl_fusion-architectures-subject-indexing,
  author = {Toepfer, Martin and Seifert, Christin},
  booktitle = {Proc. of Joint Conference on Digital Libraries},
  title = {Descriptor-invariant Fusion Architectures for Automatic Subject Indexing},
  year = {2017},
  publisher = {ACM},
  series = {JCDL},
  addendum = {\textit{Vannevar Bush Best Paper Nominee}},
  bdsk-url-1 = {http://ieeexplore.ieee.org/abstract/document/7991557/},
  doi = {10.1109/JCDL.2017.7991557},
  file = {:PDF:},
  url = {http://ieeexplore.ieee.org/abstract/document/7991557/}
}

Christin Seifert, Jörg Schlötterer, and Michael Granitzer. QueryCrumbs: A Compact Visualization for Navigating the Search Query History. Proc. International Conference on Information Visualization (IV). 2017. [doi]

BibTeX

@inproceedings{Seifert2017c_iv_query-crumbs,
  author = {Seifert, Christin and Schl\"{o}tterer, J\"{o}rg and Granitzer, Michael},
  booktitle = {Proc. International Conference on Information Visualization (IV)},
  title = {QueryCrumbs: A Compact Visualization for Navigating the Search Query History},
  year = {2017},
  note = {\textbf{Best Paper Award}},
  doi = {10.1109/iV.2017.23},
  file = {:own/Seifert2017c_iv_querycrumbs-search-history-vis_preprint.pdf:PDF;:own/Seifert2017c_iv_querycrumbs-search-history-vis_presentation.key:PowerPoint 2007+;:own/Seifert2017c_iv_querycrumbs-search-history-vis_presentation.pdf:PDF},
  owner = {sech},
  timestamp = {2017.05.02}
}

Martin Toepfer and Christin Seifert. Towards Semantic Quality Control of Automatic Subject Indexing. Proc. International Conference on Theory and Practice of Digital Libraries (TPDL). 2017. [doi]

BibTeX

@inproceedings{Toepfer2017a_tpdl_semantic-quality-control-subject-indexing,
  author = {Toepfer, Martin and Seifert, Christin},
  booktitle = {Proc. International Conference on Theory and Practice of Digital Libraries (TPDL)},
  title = {Towards Semantic Quality Control of Automatic Subject Indexing},
  year = {2017},
  note = {demo},
  doi = {10.1007/978-3-319-67008-9 56},
  file = {:own/Toepfer2017a_tpdl_subject-indexing-gui_preprint.pdf:PDF;Poster:own/Toepfer2017a_tpdl_subject-indexing-gui_poster.pptx:PowerPoint 2007+;Poster:own/Toepfer2017a_tpdl_subject-indexing-gui_poster.pdf:PDF},
  owner = {sech},
  timestamp = {2017.06.07}
}

Nils Witt and Christin Seifert. Understanding the Influence of Hyperparameters on Text Embeddings for Text Classification Tasks. Proc. International Conference on Theory and Practice of Digital Libraries (TPDL). 2017.

BibTeX

@inproceedings{Witt2017_tpdl_influence-of-hyperparams-text-embeddings,
  author = {Witt, Nils and Seifert, Christin},
  booktitle = {Proc. International Conference on Theory and Practice of Digital Libraries (TPDL)},
  title = {Understanding the Influence of Hyperparameters on Text Embeddings for Text Classification Tasks},
  year = {2017},
  file = {:own/Witt2017_tpdl_hyperparameter-understanding_preprint.pdf:PDF},
  owner = {sech},
  timestamp = {2017.06.07}
}

Jörg Schlötterer, Christin Seifert, and Michael Granitzer. On Joint Representation Learning of Network Structure and Document Content. Proc. International Cross Domain Conference for Machine Learning and Knowledge Extraction. 2017.

BibTeX

@inproceedings{Schloetterer2017_cdmake_joint-learning-document-content-network-structure,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proc. International Cross Domain Conference for Machine Learning and Knowledge Extraction},
  title = {On Joint Representation Learning of Network Structure and Document Content},
  year = {2017},
  file = {preprint:own/Schloetterer2017_cdmake_Joint-Representation-Learning_preprint.pdf:PDF}
}

Christin Seifert. Contextialized and personalized explanations of machine learning algorithms. Workshop on Trustworthy Algorithmic Decision-Making. 2017.

BibTeX

@misc{Seifert2017d_trust-worthy-dm_contextualized-personalized-explanations-ml_vision,
  author = {Seifert, Christin},
  title = {Contextialized and personalized explanations of machine learning algorithms},
  year = {2017},
  booktitle = {Workshop on Trustworthy Algorithmic Decision-Making},
  file = {own/Seifert2017d_ws-trustworthy-algos_explanations-of-algos.pdf},
  organization = {Michigan State University}
}

2016

Tamara Pianos and Christin Seifert. Bringing Library Content to the Users with EEXCESS-Extensions and Plugins. Open Source Solutions to distribute Cultural and Scientific Content. Library 2.016 – Libraries of the Future. 2016. [url]

BibTeX

@inproceedings{Pianos2016_library20_eexcess-project,
  author = {Pianos, Tamara and Seifert, Christin},
  booktitle = {Library 2.016 -- Libraries of the Future},
  title = {Bringing Library Content to the Users with EEXCESS-Extensions and Plugins. Open Source Solutions to distribute Cultural and Scientific Content},
  year = {2016},
  month = oct,
  bdsk-url-1 = {https://sas.elluminate.com/site/external/recording/playback/link/table/dropin?sid=2008350&suid=D.0577D13554BD16389A48519B0399D8%20https://sas.elluminate.com/site/external/recording/playback/link/table/dropin?sid=2008350&suid=D.0577D13554BD16389A48519B0399D8},
  file = {online submission:own/Pianos2016_library20_Bringing-Library-Content-to-the-Users.pdf:PDF},
  url = {https://sas.elluminate.com/site/external/recording/playback/link/table/dropin?sid=2008350&suid=D.0577D13554BD16389A48519B0399D8 https://sas.elluminate.com/site/external/recording/playback/link/table/dropin?sid=2008350&suid=D.0577D13554BD16389A48519B0399D8}
}

Nils Witt, Christin Seifert, and Michael Granitzer. Explaining Topical Distances Using Word Embeddings. Proc. International Workshop on Text-based Information Retrieval (TIR). 2016.

BibTeX

@inproceedings{Witt2016_tir_explaining-topical-distances-word-embeddings,
  author = {Witt, Nils and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proc. International Workshop on Text-based Information Retrieval (TIR)},
  title = {Explaining Topical Distances Using Word Embeddings},
  year = {2016},
  address = {Porto, Portugal},
  month = sep,
  file = {:own/Witt2016_tir_topical-distance.pdf:PDF},
  owner = {sech},
  timestamp = {2016.07.26}
}

Michael Granitzer and Christin Seifert. Taking Cultural and Scientific Content to Users through the EEXCESS Project. D-Lib Magazine. 2016. [doi] [url]

BibTeX

@article{Granitzer2016_dlib_eexcess-project,
  author = {Granitzer, Michael and Seifert, Christin},
  journal = {D-Lib Magazine},
  title = {Taking Cultural and Scientific Content to Users through the EEXCESS Project},
  year = {2016},
  month = mar,
  number = {3/4},
  volume = {22},
  doi = {10.1045/march2016-content},
  owner = {sech},
  timestamp = {2016.03.17},
  url = {http://www.dlib.org/dlib/march16/03contents.html}
}

Johannes Jurgovsky, Michael Granitzer, and Christin Seifert. Evaluating Memory Efficiency and Robustness of Word Embeddings. Proc. of European Conference on Information Retrieval (ECIR). 2016. [doi]

BibTeX

@inproceedings{Jurgovsky2016_ecir_memory-efficiency-robustness-word-embeddings,
  author = {Jurgovsky, Johannes and Granitzer, Michael and Seifert, Christin},
  booktitle = {Proc. of European Conference on Information Retrieval (ECIR)},
  title = {Evaluating Memory Efficiency and Robustness of Word Embeddings},
  year = {2016},
  pages = {200-211},
  volume = {9626},
  addendum = {\textit{Honorable Mention}},
  doi = {10.1007/978-3-319-30671-1_15},
  file = {:own/Jurgovsky2016_ecir_memory-effiecient-embeddings.pdf:PDF},
  owner = {sech},
  timestamp = {2016.01.12}
}

Jörg Schlötterer, Christin Seifert, and Michael Granitzer. Supporting Web Surfers in Finding Related Material in Digital Library Repositories. Proc. International Conference on Theory and Practice of Digital Libraries (TPDL). 2016.

BibTeX

@inproceedings{Schloetterer2016_tpdl_supporting-web-surfers-digital-libraries,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proc. International Conference on Theory and Practice of Digital Libraries (TPDL)},
  title = {{Supporting Web Surfers in Finding Related Material in Digital Library Repositories}},
  year = {2016},
  file = {:own/Schloetterer2016_tpdl_query-generation.pdf:PDF},
  owner = {sech},
  timestamp = {2016.07.24}
}

Peter Stöhr and Christin Seifert. Extending the Language of the Web for Dynamic Content Integration. International Conference on Information Technology & Computer Science. Abstract Book. 2016. [url]

BibTeX

@inproceedings{Stoehr2016_icit_web-language-dynamic-content-integration-abstract,
  author = {St\"{o}hr, Peter and Seifert, Christin},
  booktitle = {International Conference on Information Technology \& Computer Science. Abstract Book},
  title = {Extending the Language of the Web for Dynamic Content Integration},
  year = {2016},
  bdsk-url-1 = {http://www.atiner.gr/abstracts/2016ABST-COM.pdf},
  owner = {sech},
  timestamp = {2016.07.24},
  url = {http://www.atiner.gr/abstracts/2016ABST-COM.pdf}
}

Stefan Zwicklbauer, Christin Seifert, and Michael Granitzer. DoSeR – A Knowledge-Base-Agnostic Framework for Disambiguating Entities Using Semantic Embeddings. Proc. European Semantic Web Conference (ESWC). 2016.

BibTeX

@inproceedings{Zwicklbauer2016_eswc_doser-entity-disambiguation-framwork,
  author = {Zwicklbauer, Stefan and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proc. European Semantic Web Conference (ESWC)},
  title = {DoSeR -- A Knowledge-Base-Agnostic Framework for Disambiguating Entities Using Semantic Embeddings},
  year = {2016},
  file = {:own/Zwicklbauer2016-eswc-doser.pdf:PDF},
  owner = {sech},
  timestamp = {2016.02.26}
}

Stefan Zwicklbauer, Christin Seifert, and Michael Granitzer. Robust and Collective Entity Disambiguation through Semantic Embeddings. Proc. International ACM SIGIR Conference on Research and Development in Information Retrieval. 2016.

BibTeX

@inproceedings{Zwicklbauer2016a_sigir_doser-entity-disambiguation,
  author = {Zwicklbauer, Stefan and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proc. International ACM SIGIR Conference on Research and Development in Information Retrieval},
  title = {Robust and Collective Entity Disambiguation through Semantic Embeddings},
  year = {2016},
  series = {SIGIR},
  file = {:own/Zwicklbauer2016a_sigir_doser.pdf:PDF},
  owner = {sech},
  timestamp = {2016.04.08}
}

2015

Stefan Zwicklbauer, Christin Seifert, and Michael Granitzer. Search-based Entity Disambiguation with Document-Centric Knowledge Bases. Proceedings of the 14th International Conference on Knowledge Management and Knowledge Technologies (I-Know). 2015.

BibTeX

@inproceedings{Zwicklbauer2015b_iknow_search-based-entitiy-disambiguation,
  author = {Zwicklbauer, Stefan and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proceedings of the 14th International Conference on Knowledge Management and Knowledge Technologies (I-Know)},
  title = {Search-based Entity Disambiguation with Document-Centric Knowledge Bases},
  year = {2015},
  month = oct,
  file = {:own/Zwicklbauer2015b_iknow_search-based-entity-disambiguation.pdf:PDF},
  owner = {sech},
  timestamp = {2015.08.14}
}

Christin Seifert and Michael Granitzer. EEXCESS: Personalised access to Long Tail content – New strategies for disseminating scientific and cultural content. Information - Wissenschaft & Praxis. 2015. [doi] [url]

BibTeX

@article{Seifert2015a_iwp_eexcess-project,
  author = {Seifert, Christin and Granitzer, Michael},
  journal = {Information - Wissenschaft \& Praxis},
  title = {EEXCESS: Personalised access to Long Tail content -- New strategies for disseminating scientific and cultural content},
  year = {2015},
  issn = {1619-4292 (Online)},
  month = apr,
  note = {german},
  number = {2--3},
  pages = {103--110},
  volume = {66},
  doi = {10.1515/iwp-2015-0022},
  file = {:own/Seifert2015a_iwpj_eexcess-overview_preprint.pdf:PDF;:own/Seifert2015a_iwpj_eexcess-overview_publisher.pdf:PDF},
  owner = {sech},
  timestamp = {2015.05.04},
  url = {http://www.degruyter.com/view/j/iwp.2015.66.issue-2-3/iwp-2015-0022/iwp-2015-0022.xml}
}

Christin Seifert, Jörg Schlötterer, and Michael Granitzer. Towards a Feature-Rich Data Set for Personalized Access to Long-Tail Content. Proceedings of the 30th Annual ACM Symposium on Applied Computing. 2015. ACM.

BibTeX

@inproceedings{Seifert2015_acmsac_feature-rich-dataset-long-tail-ir,
  author = {Seifert, Christin and Schl\"{o}tterer, J\"{o}rg and Granitzer, Michael},
  booktitle = {Proceedings of the 30th Annual ACM Symposium on Applied Computing},
  title = {Towards a Feature-Rich Data Set for Personalized Access to Long-Tail Content},
  year = {2015},
  address = {New York, NY, USA},
  month = apr,
  publisher = {ACM},
  date-added = {2015-03-05 18:33:57 +0000},
  date-modified = {2015-03-05 18:37:55 +0000},
  file = {:own/Seifert2015_acmsac_personalised-long-tail-content-eexcess-dataset.pdf:PDF;Presentation:own/Seifert2015_acmsac_personalised-long-tail-content-eexcess-dataset.key:OpenDocument spreadsheet;Presentation:own/Seifert2015_acmsac_personalised-long-tail-content-eexcess-dataset_presentation.pdf:PDF}
}

Jörg Schlötterer, Christin Seifert, Wolfgang Lutz, and Michael Granitzer. From Context-Aware to Context-Based: Mobile Just-In-Time Retrieval of Cultural Heritage Objects. Proc. European Conference on IR Research (ECIR 2015). 2015. Springer. [doi]

BibTeX

@inproceedings{Schloetterer2015a_ecir_mobile-just-in-time-retrieval,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Lutz, Wolfgang and Granitzer, Michael},
  booktitle = {Proc. European Conference on IR Research (ECIR 2015)},
  title = {{From Context-Aware to Context-Based: Mobile Just-In-Time Retrieval of Cultural Heritage Objects}},
  year = {2015},
  address = {Vienna, Austria},
  editor = {Hanbury, Allan and Kazai, Gabriella and Rauber, Andreas and Fuhr:, Norbert},
  month = mar,
  number = {9022},
  pages = {805--808},
  publisher = {Springer},
  series = {LNCS},
  doi = {10.1007/978-3-319-16354-3_90},
  file = {:own/Schloetterer2015a_ecirdemo_eexcess-android-app.pdf:PDF}
}

Jörg Schlötterer, Christin Seifert, Lisa Wagner, and Michael Granitzer. A Game with a Purpose to Access Europe’s Cultural Treasure. Proceedings of the Second International Workshop on Gamification for Information Retrieval. 2015. [url]

BibTeX

@inproceedings{Schloetterer2015_gamifir-ws_gwap-access-to-culture,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Wagner, Lisa and Granitzer, Michael},
  booktitle = {Proceedings of the Second International Workshop on Gamification for Information Retrieval},
  title = {{A Game with a Purpose to Access Europe's Cultural Treasure}},
  year = {2015},
  month = mar,
  bdsk-url-1 = {http://ceur-ws.org/Vol-1345/gamifir15_2.pdf},
  date-added = {2015-03-30 06:58:40 +0000},
  date-modified = {2015-03-30 08:52:35 +0000},
  file = {:own/Schloetterer2015_gamifir_Cultural-Game-with-a-Purpose_presentation.pdf:PDF;:own/Schloetterer2015_gamifir_Cultural-Game-with-a-Purpose.pdf:PDF},
  url = {http://ceur-ws.org/Vol-1345/gamifir15_2.pdf}
}

Alexander Böhm, Christin Seifert, Jörg Schlötterer, and Michael Granitzer. Identifying Tweets from the Economic Domain. Proceedings NLDB Workshop. 2015. [url]

BibTeX

@inproceedings{Boehm2015_nldb-ws_economics-tweet-detection,
  author = {B\"{o}hm, Alexander and Seifert, Christin and Schl\"{o}tterer, J\"{o}rg and Granitzer, Michael},
  booktitle = {Proceedings NLDB Workshop},
  title = {Identifying Tweets from the Economic Domain},
  year = {2015},
  editor = {Babik, Wieslaw and Ohly, H. Peter and Weber, Karsten},
  bdsk-url-1 = {http://www.ergon-verlag.de/en/bibliotheks--informationswissenschaft/fortschritte-in-der-wissensorganisation/band-13.php},
  file = {Submission:own/Boehm2015_isko-nldb_twitter-user-classification_submission.pdf:PDF;Publisher Version:own/Boehm2015_isko-nldb_twitter-user-classification_publisher-version.pdf:PDF;Presentation by Joerg Schloetterer:own/Boehm2015_isko-nldb_twitter-user-classification_slides.pdf:PDF;Presentation by Joerg Schloetterer:own/Boehm2015_isko-nldb_twitter-user-classification_slides.odp:OpenDocument presentation},
  owner = {sech},
  timestamp = {2015.06.06},
  url = {http://www.ergon-verlag.de/en/bibliotheks--informationswissenschaft/fortschritte-in-der-wissensorganisation/band-13.php}
}

Timo Borst, Tamara Pianos, and Christin Seifert. EEXCESS - Toolbox for managing and disseminating digital library content. Emerging Technologies in Digital Libraries (emtacl). 2015.

BibTeX

@inproceedings{Borst2015_emtacl_eexcess,
  author = {Borst, Timo and Pianos, Tamara and Seifert, Christin},
  booktitle = {Emerging Technologies in Digital Libraries (emtacl)},
  title = {EEXCESS - Toolbox for managing and disseminating digital library content},
  year = {2015},
  date-modified = {2015-03-05 18:04:52 +0000},
  file = {:own/Borst2015_emtacl_EEXCESS-toolbox.pdf:PDF},
  owner = {sech},
  timestamp = {2015.02.17}
}

Michael Granitzer, Christin Seifert, and Benno Stein. TIR 2015 Workshop Preface. 26th International Workshop on Database and Expert Systems Applications (DEXA). 2015. [url]

BibTeX

@inproceedings{Granitzer2015_tir_ws-preface,
  author = {Granitzer, Michael and Seifert, Christin and Stein, Benno},
  booktitle = {26th International Workshop on Database and Expert Systems Applications (DEXA)},
  title = {TIR 2015 Workshop Preface},
  year = {2015},
  bdsk-url-1 = {https://www.computer.org/csdl/proceedings/dexa/2015/7581/00/index.html},
  owner = {sech},
  timestamp = {2016.03.14},
  url = {https://www.computer.org/csdl/proceedings/dexa/2015/7581/00/index.html}
}

Christin Seifert, Jörg Schlötterer, and Michael Granitzer. User Interface Considerations for Browser-Based Just-In-Time Retrieval. Proc. International Conference on Information Visualization (IV). 2015.

BibTeX

@inproceedings{Seifert2015c_iv_ui-considerations-browser-based-just-in-time-retrieval,
  author = {Seifert, Christin and Schl\"{o}tterer, J\"{o}rg and Granitzer, Michael},
  booktitle = {Proc. International Conference on Information Visualization (IV)},
  title = {User Interface Considerations for Browser-Based Just-In-Time Retrieval},
  year = {2015},
  file = {:own/Seifert2015b_iv_eexcess-browser-display-styles.pdf:PDF;presentation:own/Seifert2015b_iv_eexcess-browser-display-styles_presentation.pdf:PDF},
  owner = {sech},
  timestamp = {2015.06.06}
}

Christin Seifert, Nils Witt, Sebastian Bayerl, and Michael Granitzer. Digital Library Content in the Social Web: Resource Usage and Content Injection. IEEE STCN Newsletter. 2015. [url]

BibTeX

@inproceedings{Seifert2015b_stcn_digital-library-content-in-the-web,
  author = {Seifert, Christin and Witt, Nils and Bayerl, Sebastian and Granitzer, Michael},
  booktitle = {IEEE STCN Newsletter},
  title = {Digital Library Content in the Social Web: Resource Usage and Content Injection},
  year = {2015},
  number = {1},
  volume = {3},
  bdsk-url-1 = {https://sites.google.com/a/ieee.net/stc-social-networking/e-letter/stcsn-e-letter-vol-3-no-1/},
  file = {:own/Seifert2015b_ieee-stcn_digital-library-content-usage-and-injection.pdf:PDF},
  owner = {sech},
  timestamp = {2015.06.06},
  url = {https://sites.google.com/a/ieee.net/stc-social-networking/e-letter/stcsn-e-letter-vol-3-no-1/}
}

Stefan Zwicklbauer, Christin Seifert, and Michael Granitzer. Linking Biomedical Data to the Cloud. Smart Health. 2015. Springer International Publishing. [doi]

BibTeX

@incollection{Zwicklbauer2015a_smarth-health_linking-biomedical-data-to-the-cloud,
  author = {Zwicklbauer, Stefan and Seifert, Christin and Granitzer, Michael},
  booktitle = {Smart Health},
  publisher = {Springer International Publishing},
  title = {Linking Biomedical Data to the Cloud},
  year = {2015},
  editor = {Holzinger, Andreas and R\"{o}cker, Carsten and Ziefle, Martina},
  isbn = {978-3-319-16225-6},
  pages = {209-235},
  series = {Lecture Notes in Computer Science},
  volume = {8700},
  doi = {10.1007/978-3-319-16226-3_9},
  file = {:own/Zwicklbauer2015a_lncssota8700_biomediacl-entity-disambiguation.pdf:PDF},
  keywords = {Linked data cloud; Entity disambiguation; Text annotation; Natural language processing; Knowledge bases},
  language = {English},
  owner = {sech},
  timestamp = {2015.06.26}
}

Stefan Zwicklbauer, Christin Seifert, and Michael Granitzer. From General to Specialized Domain: Analyzing Three Crucial Problems of Biomedical Entity Disambiguation. Proceedings of 26th International Conference on Database and Expert Systems Applications (DEXA). 2015. Springer.

BibTeX

@inproceedings{Zwicklbauer2015_dexa_problems-in-biomedical-entity-disambiguation,
  author = {Zwicklbauer, Stefan and Seifert, Christin and Granitzer, Michael},
  booktitle = {Proceedings of 26th International Conference on Database and Expert Systems Applications (DEXA)},
  title = {From General to Specialized Domain: Analyzing Three Crucial Problems of Biomedical Entity Disambiguation},
  year = {2015},
  publisher = {Springer},
  file = {:own/Zwicklbauer2015-dexa-biological-disambiguation.pdf:PDF},
  owner = {sech},
  timestamp = {2015.06.06}
}

2014

Jörg Schlötterer, Christin Seifert, Roman Kern, and Michael Granitzer. From Tail to Head: Browser Based Suggestion of Long-tail Resources. Demos at International Conference on Knowledge Technologies and Data-driven Business. 2014.

BibTeX

@inproceedings{Schloetterer2014a_iknow_browser-based-suggestions-of-long-tail-resources,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Kern, Roman and Granitzer, Michael},
  booktitle = {Demos at International Conference on Knowledge Technologies and Data-driven Business},
  title = {From Tail to Head: Browser Based Suggestion of Long-tail Resources},
  year = {2014},
  month = sep,
  note = {Demo at I-Know},
  series = {I-Know},
  file = {:own/Schloetterer2014a_ikknowdemo_browser-based-suggestion-of-longtail-resources.pdf:PDF},
  owner = {sech},
  timestamp = {2014.08.26}
}

Christin Seifert, Johannes Jurgovsky, and Michael Granitzer. FacetScape: A Visualization for Exploring the Search Space. Proc. International Conference on Information Visualization (IV). 2014. IEEE Computer Society. [doi]

BibTeX

@inproceedings{Seifert2014a_iv_facetscape,
  author = {Seifert, Christin and Jurgovsky, Johannes and Granitzer, Michael},
  booktitle = {Proc. International Conference on Information Visualization (IV)},
  title = {FacetScape: A Visualization for Exploring the Search Space},
  year = {2014},
  month = jul,
  note = {\textbf{Best Paper Award}},
  pages = {94--101},
  publisher = {IEEE Computer Society},
  doi = {10.1109/IV.2014.49},
  file = {:own/Seifert204a_iv_facetscape.pdf:PDF;Presentation:own/Seifert2014a_iv_facetscape_presentation.pdf:PDF},
  owner = {sech},
  timestamp = {2014.05.15}
}

Kai Schlegel, Thomas Weißgerber, Florian Stegmaier, Christin Seifert, Michael Granitzer, and Harald Kosch. Balloon Synopsis: A Modern Node-Centric RDF Viewer and Browser for the Web. Post-Conference Proceedings of 11th European Semantic Web Conference. 2014.

BibTeX

@inproceedings{Schlegel2014_eswc_rdf-viewer-and-browser-web,
  author = {Schlegel, Kai and Wei{\ss}gerber, Thomas and Stegmaier, Florian and Seifert, Christin and Granitzer, Michael and Kosch, Harald},
  booktitle = {Post-Conference Proceedings of 11th European Semantic Web Conference},
  title = {Balloon Synopsis: A Modern Node-Centric {RDF} Viewer and Browser for the Web},
  year = {2014},
  month = may,
  file = {:own/Schlegel2014_eswc-poster_balloon-synopsis-rdf-vis.pdf:PDF},
  owner = {sech},
  timestamp = {2014.06.03}
}

Jörg Schlötterer, Christin Seifert, and Michael Granitzer. Web-based Just-In-Time Retrieval for Cultural Content. PATCH ’14: Proceedings of the 7th International ACM Workshop on Personalized Access to Cultural Heritage. 2014.

BibTeX

@inproceedings{Schloetterer2014_patch-ws_web-based-just-in-time-retrieval,
  author = {Schl\"{o}tterer, J\"{o}rg and Seifert, Christin and Granitzer, Michael},
  booktitle = {PATCH '14: Proceedings of the 7th International {ACM} Workshop on Personalized Access to Cultural Heritage},
  title = {Web-based Just-In-Time Retrieval for Cultural Content},
  year = {2014},
  month = feb,
  file = {:own/Schloetterer2014_patch_jitr-for-cultural-content.pdf:PDF},
  owner = {sech},
  timestamp = {2014.02.12}
}

Patrick Höfler, Michael Granitzer, Eduardo E. Veas, and Christin Seifert. Linked Data Query Wizard: A Novel Interface for Accessing SPARQL Endpoints. Proc. Workshop on Linked Data on the Web at World Wide Web Conference (WWW. 2014. [url]

BibTeX

@inproceedings{Hofler2014_www-ws_linked-data-query-wizard,
  author = {H{\"{o}}fler, Patrick and Granitzer, Michael and Veas, Eduardo E. and Seifert, Christin},
  booktitle = {Proc. Workshop on Linked Data on the Web at World Wide Web Conference {(WWW}},
  title = {Linked Data Query Wizard: {A} Novel Interface for Accessing {SPARQL} Endpoints},
  year = {2014},
  address = {Seoul, Korea},
  editor = {Bizer, Christian and Heath, Tom and Auer, S\"{o}ren and Berners-Lee, Tim},
  bdsk-url-1 = {http://ceur-ws.org/Vol-1184/ldow2014_paper_06.pdf},
  biburl = {http://dblp.uni-trier.de/rec/bib/conf/www/HoflerGVS14},
  file = {:own/Hoefler2014_ldow_linked-data-query-wizard.pdf:PDF},
  timestamp = {Fri, 15 Aug 2014 10:33:04 +0200},
  url = {http://ceur-ws.org/Vol-1184/ldow2014_paper_06.pdf}
}

Andreas Holzinger, Johannes Schantl, Miriam Schroettner, Christin Seifert, and Karin Verspoor. Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. 2014. Springer Berlin Heidelberg. [doi]

BibTeX

@incollection{Holzinger2014_lncs_biomedical-text-mining-soa,
  author = {Holzinger, Andreas and Schantl, Johannes and Schroettner, Miriam and Seifert, Christin and Verspoor, Karin},
  booktitle = {Interactive Knowledge Discovery and Data Mining in Biomedical Informatics},
  publisher = {Springer Berlin Heidelberg},
  title = {Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges},
  year = {2014},
  editor = {Holzinger, Andreas and Jurisica, Igor},
  isbn = {978-3-662-43967-8},
  pages = {271-300},
  series = {Lecture Notes in Computer Science},
  volume = {8401},
  doi = {10.1007/978-3-662-43968-5_16},
  file = {:own/Holzinger2014_lncs8401_biomedical-text-mining.pdf:PDF},
  keywords = {Text Mining; Natural Language Processing; Unstructured Information; Big Data; Knowledge Discovery; Statistical Models; Text Classification; LSA; PLSA; LDA; hLDA; PCA; SVM},
  language = {English}
}

Christin Seifert, Vedran Sabol, Wolfgang Kienreich, Elisabeth Lex, and Michael Granitzer. Visual Analysis and Knowledge Discovery for Text. Large Scale Data Analytics. 2014. Springer. [url]

BibTeX

@incollection{Seifert2014_lsda_visual-analysis-and-discovery-for-text,
  author = {Seifert, Christin and Sabol, Vedran and Kienreich, Wolfgang and Lex, Elisabeth and Granitzer, Michael},
  booktitle = {Large Scale Data Analytics},
  publisher = {Springer},
  title = {Visual Analysis and Knowledge Discovery for Text},
  year = {2014},
  editor = {Gkoulalas-Divanis, Aris and Labbi, Abderrahim},
  pages = {189--218},
  bdsk-url-1 = {http://link.springer.com/book/10.1007/978-1-4614-9242-9},
  file = {:own/Seifert2014_bookchapter_visual-text-analysis.pdf:PDF},
  owner = {sech},
  timestamp = {2012.01.02},
  url = {http://link.springer.com/book/10.1007/978-1-4614-9242-9}
}

Florian Stegmaier, Christin Seifert, Roman Kern, Patrick Höfler, Sebastian Bayerl, Michael Granitzer, Harald Kosch, Stefanie Lindstaedt, Belgin Mutlu, Vedran Sabol, Kai Schlegel, and Stefan Zwicklbauer. Unleashing Semantics of Research Data. Specifying Big Data Benchmarks. 2014. Springer Berlin Heidelberg. [doi]

BibTeX

@incollection{Stegmaier2014_lncs_unleashing-semantics-of-research-data,
  author = {Stegmaier, Florian and Seifert, Christin and Kern, Roman and H\"{o}fler, Patrick and Bayerl, Sebastian and Granitzer, Michael and Kosch, Harald and Lindstaedt, Stefanie and Mutlu, Belgin and Sabol, Vedran and Schlegel, Kai and Zwicklbauer, Stefan},
  booktitle = {Specifying Big Data Benchmarks},
  publisher = {Springer Berlin Heidelberg},
  title = {Unleashing Semantics of Research Data},
  year = {2014},
  editor = {Rabl, Tilmann and Poess, Meikel and Baru, Chaitanya and Jacobsen, Hans-Arno},
  isbn = {978-3-642-53973-2},
  pages = {103-112},
  series = {Lecture Notes in Computer Science},
  volume = {8163},
  doi = {10.1007/978-3-642-53974-9_10},
  file = {:own/Stegmaier2014_lncs8163_code_unleashing-semantics-of-research-data.pdf:PDF},
  keywords = {Linked Data; Natural Language Processing; Data Warehousing; Big Data},
  owner = {sech},
  timestamp = {2014.02.10}
}

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