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Wang, Tiezhi and Strodthoff, Nils (2025) S4Sleep: elucidating the design space of deep-learning-based sleep stage classification models. Computers in biology and medicine, 187. 109735, 1-11. ISSN 1879-0534
Wenzel, Markus and Grüner, Erik and Strodthoff, Nils (2024) Insights into the inner workings of transformer models for protein function prediction. Bioinformatics. pp. 1-8. ISSN 1367-4811
Mehari, Temesgen and Sundar, Ashish and Bosnjakovic, Alen and Harris, Peter M. and Williams, Steven E. and Loewe, Axel and Dössel, Olaf and Nagel, Claudia and Strodthoff, Nils and Aston, Philip J. (2024) ECG feature importance rankings: cardiologists vs. algorithms. IEEE journal of biomedical and health informatics. pp. 1-11. ISSN 2168-2208
Lopez Alcaraz, Juan Miguel and Strodthoff, Nils (2024) CardioLab: Laboratory values estimation from electrocardiogram features - An exploratory study. Computing in cardiology, 51. pp. 1-4. ISSN 2325-887X
Blücher, Stefan and Vielhaben, Johanna and Strodthoff, Nils (2024) Decoupling pixel flipping and occlusion strategy for consistent XAI benchmarks. Transactions on machine learning research (6). pp. 1-22. ISSN 2835-8856
Haverkamp, Wilhelm and Strodthoff, Nils (2024) Durch künstliche Intelligenz verstärkte Elektrokardiographie: wird sie Diagnostik und Management unserer Patienten revolutionieren? = Artificial intelligence-enhanced electrocardiography: will it revolutionize diagnosis and management of our patients? Herzschrittmachertherapie & Elektrophysiologie, 35 (2). pp. 104-110. ISSN 0938-7412 - 1435-1544
Lopez Alcaraz, Juan Miguel and Strodthoff, Nils (2024) Estimation of cardiac and non-cardiac diagnosis from electrocardiogram features. Computing in cardiology, 51. pp. 1-4. ISSN 2325-887X
Wagner, Patrick and Mehari, Temesgen and Haverkamp, Wilhelm and Strodthoff, Nils (2024) Explaining deep learning for ECG analysis: building blocks for auditing and knowledge discovery. Computers in Biology and Medicine, 176. 108525, 1-18. ISSN 1879-0534
Strodthoff, Nils (2024) Open science to foster progress in automatic ECG analysis: status and future directions. Computing in cardiology, 51. pp. 1-4. ISSN 2325-887X
Strodthoff, Nils and Lopez Alcaraz, Juan Miguel and Haverkamp, Wilhelm (2024) Prospects for artificial intelligence-enhanced ECG as a unified screening tool for cardiac and non-cardiac conditions: an explorative study in emergency care. European heart journal - digital health, 5 (4). pp. 454-460. ISSN 2634-3916
Mansour, Zahra and Uslar, Verena and Weyhe, Dirk and Hollosi, Danilo and Strodthoff, Nils (2024) SonicGuard sensor: a multichannel acoustic sensor for long-term monitoring of abdominal sounds examined through a qualification study. Sensors, 24 (6). 1843, 1-17. ISSN 1424-8220
Bench, Ciaran and Strodthoff, Nils and Moulaeifard, Mohammad and Aston, Philip and Thompson, Andrew (2024) Towards trustworthy atrial fibrillation classification from wearables data: quantifying model uncertainty. Computing in cardiology, 51. pp. 1-4. ISSN 2325-887X
Ott, Gabriel and Schaubelt, Yannik and Lopez Alcaraz, Juan Miguel and Haverkamp, Wilhelm and Strodthoff, Nils (2024) Using explainable AI to investigate electrocardiogram changes during healthy aging: from expert features to raw signals. PLOS ONE, 19 (4). e0302024, 1-15. ISSN 1932-6203
Mehari, Temesgen and Strodthoff, Nils (2023) Towards quantitative precision for ECG analysis: leveraging state space models, self-supervision and patient metadata. IEEE journal of biomedical and health informatics, 27 (11). pp. 5326-5334. ISSN 2168-2194 - 2168-2208
Lopez Alcaraz, Juan Miguel and Strodthoff, Nils (2023) Diffusion-based conditional ECG generation with structured state space models. Computers in biology and medicine, 163. p. 107115. ISSN 1879-0534
Haverkamp, Wilhelm and Tennenbaum, Jonathan and Strodthoff, Nils (2023) ChatGPT fails the test of evidence-based medicine. European heart journal - digital health, 4 (5). pp. 366-367. ISSN 2634-3916
Springenberg, Maximilian and Frommholz, Annika and Wenzel, Markus and Weicken, Eva and Ma, Jackie and Strodthoff, Nils (2023) From modern CNNs to vision transformers: Assessing the performance, robustness, and classification strategies of deep learning models in histopathology. Medical image analysis, 87. p. 102809. ISSN 1361-8415 - 1361-8423
Haverkamp, Wilhelm and Strodthoff, Nils and Tennenbaum, Jonathan and Israel, Carsten (2023) Großer Hype um ChatGPT in der Medizin: Ist es etwas für den Rhythmologen? Was muss man bedenken? = Big hype about ChapGPT in medicine: Is it something for rhythmologists? What must be taken into consideration? Herzschrittmachertherapie & Elektrophysiologie, 34 (3). pp. 240-245. ISSN 0938-7412 - 1435-1544
Strodthoff, Nils and Mehari, Temesgen and Nagel, Claudia and Aston, Philip J. and Sundar, Ashish and Graff, Claus and Kanters, Jørgen K. and Haverkamp, Wilhelm and Dössel, Olaf and Loewe, Axel and Bär, Markus and Schaeffter, Tobias (2023) PTB-XL+, a comprehensive electrocardiographic feature dataset. Scientific data, 10 (1). p. 279. ISSN 2052-4463
Lopez Alcaraz, Juan Miguel and Strodthoff, Nils (2023) Diffusion-based time series imputation and forecasting with structured atate apace models. Transactions on machine learning research. pp. 1-36. ISSN 2835-8856
Vielhaben, Johanna and Blücher, Stefan and Strodthoff, Nils (2023) Multi-dimensional concept discovery (MCD): a unifying framework with completeness guarantees. Transactions on machine learning research (5). pp. 1-25. ISSN 2835-8856
Mehari, Temesgen and Strodthoff, Nils (2022) Advancing the state-of-the-art for ECG analysis through structured state space models. In: Machine Learning for Health (ML4H) symposium 2022, November 28th, 2022, New Orleans, United States & Virtual.
Haverkamp, Wilhelm and Strodthoff, Nils and Israel, Carsten (2022) EKG-Diagnostik mit Hilfe künstlicher Intelligenz: aktueller Stand und zukünftige Perspektiven – Teil 2: Aktuelle Studienlage und Ausblick = Artificial intelligence-based ECG analysis: current status and future perspectives - part 2: recent studies and future. Herzschrittmachertherapie + Elektrophysiologie, 33 (3). pp. 305-311. ISSN 0938-7412 - 1435-1544
Haverkamp, Wilhelm and Strodthoff, Nils and Israel, Carsten (2022) EKG-Diagnostik mithilfe künstlicher Intelligenz: aktueller Stand und zukünftige Perspektiven – Teil 1: Grundlagen = Artificial intelligence-based ECG analysis: current status and future perspectives – Part 1: basic principles. Herzschrittmachertherapie + Elektrophysiologie, 33 (2). pp. 232-240. ISSN 0938-7412 - 1435-1544
Aston, Philip J. and Mehari, Temesgen and Bosnjakovic, Alen and Harris, Peter M. and Sundar, Ashish and Williams, Steven E. and Dössel, Olaf and Loewe, Axel and Nagel, Claudia and Strodthoff, Nils (2022) Multi-class ECG feature importance rankings: cardiologists vs. algorithms. Computing in cardiology, 49. pp. 1-4.
Wagner, Patrick and Strodthoff, Nils and Wurzel, Patrick and Marban, Arturo and Scharf, Sonja and Schäfer, Hendrik and Seegerer, Philipp and Loth, Andreas and Hartmann, Sylvia and Klauschen, Frederick and Müller, Klaus-Robert and Samek, Wojciech and Hansmann, Martin-Leo (2022) New definitions of human lymphoid and follicular cell entities in lymphatic tissue by machine learning. Scientific reports, 12 (1). pp. 1-13. ISSN 2045-2322
Blücher, Stefan and Vielhaben, Johanna and Strodthoff, Nils (2022) PredDiff: explanations and interactions from conditional expectations. Artificial intelligence, 312. p. 103774. ISSN 0004-3702 - 1872-7921
Mehari, Temesgen and Strodthoff, Nils (2022) Self-supervised representation learning from 12-lead ECG data. Computers in biology and medicine, 141. p. 105114. ISSN 0010-4825 - 1879-0534
Srinivasan, Vignesh and Strodthoff, Nils and Ma, Jackie and Binder, Alexander and Müller, Klaus-Robert and Samek, Wojciech (2022) To pretrain or not? A systematic analysis of the benefits of pretraining in diabetic retinopathy. PLOS ONE, 17 (10). e0274291. ISSN 1932-6203
