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Multispectral Video Fusion for Non-contact Monitoring of Respiratory Rate and Apnea

Apr 21, 2020
Gaetano Scebba, Giulia Da Poian, Walter Karlen


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A Deep Learning Approach to Diagnosing Multiple Sclerosis from Smartphone Data

Jan 02, 2020
Patrick Schwab, Walter Karlen


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CXPlain: Causal Explanations for Model Interpretation under Uncertainty

Oct 27, 2019
Patrick Schwab, Walter Karlen

* To appear in Advances in Neural Information Processing Systems 2019 

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Forecasting intracranial hypertension using multi-scale waveform metrics

Feb 25, 2019
Matthias Hüser, Adrian Kündig, Walter Karlen, Valeria De Luca, Martin Jaggi

* 9 pages, 4 figures 

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Learning Counterfactual Representations for Estimating Individual Dose-Response Curves

Feb 03, 2019
Patrick Schwab, Lorenz Linhardt, Stefan Bauer, Joachim M. Buhmann, Walter Karlen


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Perfect Match: A Simple Method for Learning Representations For Counterfactual Inference With Neural Networks

Nov 01, 2018
Patrick Schwab, Lorenz Linhardt, Walter Karlen


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Granger-causal Attentive Mixtures of Experts: Learning Important Features with Neural Networks

Oct 01, 2018
Patrick Schwab, Djordje Miladinovic, Walter Karlen


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PhoneMD: Learning to Diagnose Parkinson's Disease from Smartphone Data

Oct 01, 2018
Patrick Schwab, Walter Karlen


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

Jun 07, 2018
Patrick Schwab, Emanuela Keller, Carl Muroi, David J. Mack, Christian Strässle, Walter Karlen


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Beat by Beat: Classifying Cardiac Arrhythmias with Recurrent Neural Networks

Oct 24, 2017
Patrick Schwab, Gaetano Scebba, Jia Zhang, Marco Delai, Walter Karlen

* Accepted at Computing in Cardiology (CinC) 2017 

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