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Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care.

P. Schwab, E. Keller, C. Muroi, D. Mack, C. Strässle, and W. Karlen. ICML, volume 80 of Proceedings of Machine Learning Research, page 4525-4534. PMLR, (2018)

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Walter Ganz University of Stuttgart

Prof. Dr. -Ing. Walter Schönwandt University of Stuttgart

J Walter

Walter König University of Stuttgart

Univ. -Prof. Dr. Walter Göbel University of Stuttgart

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Multiparameter Respiratory Rate Estimation From the Photoplethysmogram.W. Karlen, S. Raman, J. Ansermino, and G. Dumont. IEEE Trans. Biomed. Engineering, 60 (7): 1946-1953 (2013)Pulse Rate Variability in Children with Disordered Breathing during Different Sleep Stages.P. Dehkordi, A. Garde, W. Karlen, D. Wansley, J. Ansermino, and G. Dumont. CinC, page 1015-1018. www.cinc.org, (2013)Granger-Causal Attentive Mixtures of Experts: Learning Important Features with Neural Networks.P. Schwab, D. Miladinovic, and W. Karlen. AAAI, page 4846-4853. AAAI Press, (2019)Oxygen saturation in children with and without obstructive sleep apnea using the phone-oximeter.A. Garde, W. Karlen, P. Dehkordi, D. Wensley, J. Ansermino, and G. Dumont. EMBC, page 2531-2534. IEEE, (2013)Perfect Match: A Simple Method for Learning Representations For Counterfactual Inference With Neural Networks.P. Schwab, L. Linhardt, and W. Karlen. CoRR, (2018)Granger-causal Attentive Mixtures of Experts.P. Schwab, and W. Karlen. CoRR, (2018)Forecasting intracranial hypertension using multi-scale waveform metrics.M. Hüser, A. Kündig, W. Karlen, V. Luca, and M. Jaggi. CoRR, (2019)Human-centered Phone Oximeter Interface Design for the Operating Room - Pulse Oximeter Interfaced to a Mobile Device for Anesthesia Monitoring in the Developing World.W. Karlen, G. Dumont, C. Petersen, J. Gow, J. Lim, J. Sleiman, and J. Ansermino. HEALTHINF, page 433-438. SciTePress, (2011)Beat by Beat: Classifying Cardiac Arrhythmias with Recurrent Neural Networks.P. Schwab, G. Scebba, J. Zhang, M. Delai, and W. Karlen. CinC, www.cinc.org, (2017)Photoplethysmogram Processing Using an Adaptive Single Frequency Phase Vocoder Algorithm.W. Karlen, C. Petersen, J. Gow, J. Ansermino, and G. Dumont. BIOSTEC (Selected Papers), volume 273 of Communications in Computer and Information Science, page 31-42. Springer, (2011)