@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}, doi = {10.1145/3583558}, keywords = {explainability, explainable AI, explainable artificial intelligence, XAI, interpretable machine learning, interpretability, quantitative evaluation methods, evaluation}, publisher = {Association for Computing Machinery}, url = {https://doi.org/10.1145/3583558} }
@article{Lu2023_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 = {2023}, pages = {494-505}, doi = {10.1109/TNSRE.2022.3227040} }
@article{imangaliyevDiagnosisInflammatoryBowel2022, title = {Diagnosis of {{Inflammatory Bowel Disease}} and {{Colorectal Cancer}} through {{Multi-View Stacked Generalization Applied}} on {{Gut Microbiome Data}}}, author = {Imangaliyev, Sultan and Schl{\"o}tterer, J{\"o}rg and Meyer, Folker and Seifert, Christin}, year = {2022}, month = oct, journal = {Diagnostics}, volume = {12}, number = {10}, pages = {2514}, issn = {2075-4418}, doi = {10.3390/diagnostics12102514}, langid = {english} }
@inproceedings{Trienes2022_tsar_patient-friendly-clinical-notes, title = {Patient-Friendly Clinical Notes: {{Towards}} a New Text Simplification Dataset}, booktitle = {Proc. {{EMNLP}} Workshop on Text Simplification, Accessibility, and Readability ({{TSAR}})}, author = {Trienes, Jan and Schl{\"o}tterer, J{\"o}rg and Schildhaus, Hans-Ulrich and Seifert, Christin}, year = {2022} }
@misc{Haller2022_preprints_short-answare-grading-survey, title = {Survey on Automated Short Answer Grading with Deep Learning: From Word Embeddings to Transformers}, author = {Haller, Stefan and Aldea, Adina and Seifert, Christin and Strisciuglio, Nicola}, year = {2022}, publisher = {{arXiv}}, doi = {10.48550/ARXIV.2204.03503}, copyright = {Creative Commons Attribution 4.0 International}, keywords = {Artificial Intelligence (cs.AI),Computation and Language (cs.CL),FOS: Computer and information sciences,Machine Learning (cs.LG)} }
@article{nautaUncoveringCorrectingShortcut2022, title = {Uncovering and {{Correcting Shortcut Learning}} in {{Machine Learning Models}} for {{Skin Cancer Diagnosis}}}, author = {Nauta, Meike and Walsh, Ricky and Dubowski, Adam and Seifert, Christin}, year = {2022}, journal = {Diagnostics}, volume = {12}, number = {1}, issn = {2075-4418}, doi = {10.3390/diagnostics12010040} }
@misc{nauta2022, title = {From Anecdotal Evidence to Quantitative Evaluation Methods: {{A}} Systematic Review on Evaluating Explainable {{AI}}}, 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}, year = {2022}, publisher = {{arXiv}}, doi = {10.48550/ARXIV.2201.08164}, copyright = {arXiv.org perpetual, non-exclusive license} }
@inproceedings{Zerhoudi2022_cikm_simiir20-framework, title = {The {{SimIIR}} 2.0 Framework: {{User}} Types, Markov Model-Based Interaction Simulation, and Advanced Query Generation}, booktitle = {31st {{ACM}} International Conference on Information and Knowledge Management ({{CIKM}} 2022)}, author = {Zerhoudi, Saber and G{\"u}nther, Sebastian and Plassmeier, Kim and Borst, Timo and Seifert, Christin and Hagen, Matthias and Granitzer, Michael}, year = {2022}, publisher = {{ACM}}, site = {Atlanta, Georgia, USA} }
@inproceedings{Youssef2022_dmbih_model-personalizaton-patient-data, title = {Model Personalization with Static and Dynamic Patients' Data}, booktitle = {Proc. {{ICDM}} Workshop on Data Mining in Biomedical Informatics and Healthcare ({{DMBIH}})}, author = {Youssef, Paul and Schl{\"o}tterer, J{\"o}rg and Imangaliyev, Sultan and Seifert, Christin}, year = {2022} }
@inproceedings{Nguyen2022_iclr-blog_pplmrevisiteds-mammoth, title = {{{PPLM}} Revisited: {{Steering}} and Beaming a Lumbering Mammoth to Control Text Generation}, booktitle = {{{ICLR}} Blog Track}, author = {Nguyen, Van Bach and Trienes, Jan and Nauta, Meike and Pathak, Shreyasi and Youssef, Paul and Imangaliyev, Sultan and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin}, url = {https://iclr-blog-track.github.io/2022/03/25/PPLM/}, year = {2022} }
@inproceedings{zerhoudiEvaluatingSimulatedUser2022, title = {Evaluating {{Simulated User Interaction}} and {{Search Behaviour}}}, booktitle = {Advances in {{Information Retrieval}}}, author = {Zerhoudi, Saber and Granitzer, Michael and Seifert, Christin and Schl{\"o}tterer, J{\"o}rg}, year = {2022}, publisher = {{Springer International Publishing}}, address = {{Cham}}, doi = {DOI: 10.1007/978-3-030-99739-7_28} }
@inproceedings{zerhoudiSimulatingUserInteraction2022, title = {Simulating {{User Interaction}} and {{Search Behaviour}} in {{Digital Libraries}}}, booktitle = {Proc. {{Italian Research Conference}} on {{Digital Libraries}}}, author = {Zerhoudi, Saber and Granitzer, Michael and Seifert, Christin and Schl{\"o}tterer, J{\"o}rg}, year = {2022}, series = {{{IRCDL}}} }
@article{papenmeierItComplicatedRelationship2022, title = {It's {{Complicated}}: {{The Relationship}} between {{User Trust}}, {{Model Accuracy}} and {{Explanations}} in {{AI}}}, author = {Papenmeier, Andrea and Kern, Dagmar and Englebienne, Gwenn and Seifert, Christin}, year = {2022}, journal = {ACM Trans. Comput.-Hum. Interact.}, publisher = {{Association for Computing Machinery}}, address = {{New York, NY, USA}}, doi = {10.1145/3495013} }
@inproceedings{papenmeierHowAccurateDoes2022, title = {How {{Accurate Does It Feel}}? \textendash{} {{Human Perception}} of {{Different Types}} of {{Classification Mistakes}}}, booktitle = {Proceedings of the 2022 {{CHI Conference}} on {{Human Factors}} in {{Computing Systems}}}, author = {Papenmeier, Andrea and Kern, Dagmar and Hienert, Daniel and Kammerer, Yvonne and Seifert, Christin}, year = {2022}, series = {{{CHI}} '22}, publisher = {{Association for Computing Machinery}}, address = {{New York, NY, USA}}, doi = {10.1145/3491102.3501915} }
@misc{Nguyen2022_preprints_conversational-xai, title = {Explaining Machine Learning Models in Natural Conversations: {{Towards}} a Conversational {{XAI}} Agent}, author = {Nguyen, Van Bach and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin}, year = {2022}, publisher = {{arXiv}}, doi = {10.48550/ARXIV.2209.02552}, copyright = {Creative Commons Attribution Non Commercial No Derivatives 4.0 International}, keywords = {Artificial Intelligence (cs.AI),Computation and Language (cs.CL),FOS: Computer and information sciences} }
@article{vriesComparingThreeMachine2021, 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}, 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.}, year = {2021}, month = jan, journal = {Osteoporosis International}, issn = {1433-2965}, doi = {10.1007/s00198-020-05735-z} }
@inproceedings{nautaNeuralPrototypeTrees2021, title = {Neural {{Prototype Trees}} for {{Interpretable Fine-grained Image Recognition}}}, booktitle = {{{IEEE}}/{{CVF Conference}} on {{Computer Vision}} and {{Pattern Recognition}} ({{CVPR}})}, author = {Nauta, Meike and van Bree, Ron and Seifert, Christin}, year = {2021}, pages = {14933--14943} }
@inproceedings{nautaIntrinsicallyInterpretableImage2021, title = {Intrinsically {{Interpretable Image Recognition}} with {{Neural Prototype Trees}}}, booktitle = {Beyond {{Fairness}}: {{Towards}} a {{Just}}, {{Equitable}}, and {{Accountable Computer Vision}}: {{CVPR}} 2021 {{Workshop}}}, author = {Nauta, Meike and van Bree, Ron and Seifert, Christin}, year = {2021} }
@inproceedings{nautaThisLooksThat2021, title = {This {{Looks Like That}}, {{Because}} ... {{Explaining Prototypes}} for {{Interpretable Image Recognition}}}, booktitle = {Proc. {{ECML PKDD International Workshop}} on {{eXplainable Knowledge Discovery}} in {{Data Mining}} ({{XKDD}})}, author = {Nauta, Meike and Jutte, Annemarie and Provoost, Jesper and Seifert, Christin}, year = {2021} }
@inproceedings{Schmidt2021, title = {Towards a Trustworthy, Secure and Reliable Enclave for Machine Learning in a Hospital Setting: {{The Essen Medical Computing Platform}} ({{EMCP}})}, booktitle = {2021 {{IEEE}} Third International Conference on Cognitive Machine Intelligence ({{CogMI}})}, 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}, year = {2021}, pages = {116--123}, doi = {10.1109/CogMI52975.2021.00023} }
@article{pathakSTQSInterpretableMultimodal2021, title = {{{STQS}}: {{Interpretable}} Multi-Modal {{Spatial-Temporal-seQuential}} Model for Automatic {{Sleep}} Scoring}, author = {Pathak, Shreyasi and Lu, Changqing and Nagaraj, Sunil Belur and van Putten, Michel and Seifert, Christin}, year = {2021}, journal = {Artificial Intelligence in Medicine}, volume = {114}, pages = {102038}, issn = {0933-3657}, doi = {10.1016/j.artmed.2021.102038}, keywords = {Deep learning,EEG,EMG signals,EOG,Explainable AI,Post-hoc interpretability,Sleep scoring,Sleep stage annotation}, file = {/Users/andrea/Zotero/storage/ILEJPEMP/Pathak et al. - 2021 - STQS Interpretable multi-modal Spatial-Temporal-s.pdf} }
@inproceedings{Julka2022, title = {Conditional Generative Adversarial Networks for Speed Control in Trajectory Simulation}, booktitle = {Machine Learning, Optimization, and Data Science}, author = {Julka, Sahib and Sowrirajan, Vishal and Schl{\"o}tterer, J{\"o}rg and Granitzer, Michael}, editor = {Nicosia, Giuseppe and Ojha, Varun and La Malfa, Emanuele and La Malfa, Gabriele and Jansen, Giorgio and Pardalos, Panos M. and Giuffrida, Giovanni and Umeton, Renato}, year = {2021}, pages = {436--450}, publisher = {{Springer International Publishing}}, address = {{Cham}}, doi = {10.1007/978-3-030-95470-3_33}, isbn = {978-3-030-95470-3} }
@inproceedings{zerhoudiQueryChangeContextual2021, title = {Query {{Change}} as a {{Contextual Markov Model}} for {{Simulating User Search Behaviour}}}, booktitle = {Proceedings of the 12th {{Forum}} for {{Information Retrieval Evaluation}}}, author = {Zerhoudi, Saber and Granitzer, Michael and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin}, year = {2021}, series = {{{FIRE}} '21}, publisher = {{Association for Computing Machinery}}, doi = {10.1145/3503162.3503165} }
@inproceedings{schmidtTrustworthySecureReliable2021, title = {Towards a Trustworthy, Secure and Reliable Enclave for Machine Learning in a Hospital Setting: The {{Essen Medical Computing Platform}} ({{EMCP}})}, booktitle = {Proc. {{International Conference}} on {{Cognitive Machine Intelligence}}}, author = {Schmidt, Hendrik and Schl{\"o}tterer, J{\"o}rg and Bargull, Marcell and Nasca, Enrico and Aydelott, Ryan and Seifert, Christin and Meyer, Folker}, year = {2021}, publisher = {{IEEE}} }
@incollection{liuRewritingFictionalTexts2021, title = {Rewriting {{Fictional Texts Using Pivot Paraphrase Generation}} and {{Character Modification}}}, booktitle = {Text, {{Speech}}, and {{Dialogue}}}, author = {Liu, Dou and Zhu, Tingting and Schl{\"o}tterer, J{\"o}rg and Seifert, Christin and Wang, Shenghui}, year = {2021}, pages = {73--85}, publisher = {{Springer International Publishing}}, doi = {10.1007/978-3-030-83527-9_6} }
@article{libbiGeneratingSyntheticTraining2021, title = {Generating {{Synthetic Training Data}} for {{Supervised De-Identification}} of {{Electronic Health Records}}}, author = {Libbi, Claudia Alessandra and Trienes, Jan and Trieschnigg, Dolf and Seifert, Christin}, year = {2021}, journal = {Future Internet}, volume = {13}, number = {5}, issn = {1999-5903}, doi = {10.3390/fi13050136} }
@article{keulenScalableInterdisciplinaryData2020, title = {Scalable {{Interdisciplinary Data Science Teaching}} at the {{University}} of {{Twente}}}, author = {van Keulen, Maurice and Seifert, Christin and Poel, Mannes and {Groothuis-Oudshoorn}, Karin}, year = {2020}, month = dec, journal = {Berlin Journal of Data Science}, volume = {1}, issn = {978-3-00-064614-0}, langid = {english} }
@inproceedings{legoyRcATTRetrievingATT2020, title = {{{rcATT}}: Retrieving {{ATT}}\&{{CK}} Tactics and Techniques in Cyber Threat Reports}, booktitle = {{{FIRST Cyber Threat Intelligence Symposium}}}, author = {Legoy, Valentine and Caselli, Marco and Peter, Andreas and Seifert, Christin}, year = {2020}, month = mar, address = {{Zurich}} }
@inproceedings{ruisHumanintheloopLanguageagnosticExtraction2020, title = {Human-in-the-Loop {{Language-agnostic Extraction}} of {{Medication Data}} from {{Highly Unstructured Electronic Health Records}}}, booktitle = {Proc. {{International Conference}} on {{Data Mining Workshops}}}, author = {Ruis, Frank and Pathak, Shreyasi and Geerdink, Jeroen and Hegeman, Johannes H. and Seifert, Christin and van Keulen, Maurice}, year = {2020}, publisher = {{IEEE}} }
@article{schlottererQueryCrumbsSearchHistory2020, title = {{{QueryCrumbs Search History Visualization}} - {{Usability}}, {{Transparency}} and {{Long-term Usage}}}, author = {Schl{\"o}tterer, J{\"o}rg and Seifert, Christin and Granitzer, Michael}, year = {2020}, journal = {Journal of Computer Languages}, volume = {57}, issn = {2590-1184}, doi = {10.1016/j.cola.2020.100941} }
@inproceedings{nguyenHybridTextClassification2020, title = {A {{Hybrid Text Classification}} and {{Language Generation Model}} for {{Automated Summarization}} of {{Dutch Breast Cancer Radiology Reports}}}, booktitle = {Proceedings {{International Conference}} on {{Cognitive Machine Intelligence}}}, author = {Nguyen, Elisa and Theodorakopoulos, Daphne and Pathak, Shreyasik and Geerdink, Jeroen and Vijlbrief, Onno and van Keulen, Maurice and Seifert, Christin}, year = {2020}, series = {{{CogMI}}}, publisher = {{IEEE}} }
@inproceedings{nautaInteractiveExplanationsInternal2020, title = {Interactive {{Explanations}} of {{Internal Representations}} of {{Neural Network Layers}}: {{An Exploratory Study}} on {{Outcome Prediction}} of {{Comatose Patients}}}, booktitle = {International {{Workshop}} on {{Knowledge Discovery}} in {{Healthcare Data}}}, 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}, year = {2020}, series = {{{KDH}}}, volume = {2675} }
@article{marazzaAutomaticProcessComparison2020, title = {Automatic {{Process Comparison}} for {{Subpopulations}}: {{Application}} in {{Cancer Care}}}, author = {Marazza, Francesca and Bukhsh, Faiza Allah and Geerdink, Jeroen and Vijlbrief, Onno and Pathak, Shreyasi and van Keulen, Maurice and Seifert, Christin}, year = {2020}, journal = {Int. J. Environ. Res. Public Health}, volume = {17}, number = {16}, doi = {10.3390/ijerph1716570} }
@inproceedings{marinEffectivenessNeuralLanguage2020, title = {Effectiveness of Neural Language Models for Word Prediction of Textual Mammography Reports}, booktitle = {Proc. {{IEEE International Conference}} on {{Systems}}, {{Man}}, and {{Cybernetics}}}, author = {Marin, Mihai David and Mocanu, Elena and Seifert, Christin}, year = {2020}, series = {{{IEEE SMC}}} }
@inproceedings{trienesComparingRulebasedFeaturebased2020, title = {Comparing {{Rule-based}}, {{Feature-based}} and {{Deep Neural Methods}} for {{De-identification}} of {{Dutch Medical Records}}}, booktitle = {Proc. {{Health Search}} and {{Data Mining Workshop}}}, author = {Trienes, Jan and Trieschnigg, Dolf and Seifert, Christin and Hiemstra, Djoerd}, year = {2020}, series = {{{HSDM}}} }
@article{schloetterer2020cola, title = {{{QueryCrumbs}} Search Query History Visualization \textendash{} {{Usability}}, Transparency and Long-Term Usage}, author = {Schl{\"o}tterer, J{\"o}rg and Seifert, Christin and Satchell, Christopher and Granitzer, Michael}, year = {2020}, journal = {Journal of Computer Languages}, volume = {57}, pages = {100941}, issn = {2590-1184}, doi = {10.1016/j.cola.2020.100941}, keywords = {Information refinding,Information retrieval,Queryhistory visualization,Search experts,Search history} }
@inproceedings{schliski2020ecir, title = {Influence of Random Walk Parametrization on Graph Embeddings}, booktitle = {Advances in Information Retrieval}, author = {Schliski, Fabian and Schl{\"o}tterer, J{\"o}rg and Granitzer, Michael}, editor = {Jose, Joemon M. and Yilmaz, Emine and Magalh{\~a}es, Jo{\~a}o and Castells, Pablo and Ferro, Nicola and Silva, M{\'a}rio J. and Martins, Fl{\'a}vio}, year = {2020}, series = {{{ECIR}} 2020}, pages = {58--65}, publisher = {{Springer International Publishing}}, address = {{Cham}}, isbn = {978-3-030-45442-5} }
@phdthesis{schlotterer2020supporting, title = {Supporting the Discovery of Long-Tail Resources on the Web}, author = {Schl{\"o}tterer, J{\"o}rg}, year = {2020}, eprint = {urn:nbn:de:bvb:739-opus4-8539}, eprinttype = {urn}, school = {University of Passau}, keywords = {peer-other} }