Efficient SVR model update approaches for respiratory motion prediction. - Robert Dürichen; Tobias Wissel; Achim Schweikard (CURAC, 2012)

Prediction of respiratory motion using wavelet based support vector regression. - Robert Dürichen; Tobias Wissel; Achim Schweikard (MLSP, 2012)

Multi-modal respiratory motion prediction using sequential forward selection method. - Robert Dürichen; Tobias Wissel; Floris Ernst; Achim Schweikard (CURAC, 2013)

Evaluation of the potential of multi-modal sensors for respiratory motion prediction and correlation. - Robert Dürichen; Lucas Davenport; Ralf Bruder; Tobias Wissel; Achim Schweikard; Floris Ernst (EMBC, 2013)

Respiratory Motion Compensation with Relevance Vector Machines. - Robert Dürichen; Tobias Wissel; Floris Ernst; Achim Schweikard (MICCAI (2), 2013)

Optimized order estimation for autoregressive models to predict respiratory motion. - Robert Dürichen; Tobias Wissel; Achim Schweikard (Int. J. Comput. Assist. Radiol. Surg., 2013)

Multi-task Gaussian process models for biomedical applications. - Robert Dürichen; Marco A. F. Pimentel; Lei A. Clifton; Achim Schweikard; David A. Clifton (BHI, 2014)

Tissue thickness estimation for high precision head-tracking using a galvanometric laser scanner - A case study. - Tobias Wissel; Patrick Stüber; Benjamin Wagner 002; Robert Dürichen; Ralf Bruder; Achim Schweikard; Floris Ernst (EMBC, 2014)

A unified approach for respiratory motion prediction and correlation with multi-task Gaussian Processes. - Robert Dürichen; Tobias Wissel; Floris Ernst; Marco A. F. Pimentel; David A. Clifton; Achim Schweikard (MLSP, 2014)

Detecting Respiratory Artifacts from Video Data. - Sven-Thomas Antoni; Robert Plagge; Robert Dürichen; Alexander Schlaefer (Bildverarbeitung für die Medizin, 2015)

Controlling motion prediction errors in radiotherapy with relevance vector machines. - Robert Dürichen; Tobias Wissel; Achim Schweikard (Int. J. Comput. Assist. Radiol. Surg., 2015)

Multitask Gaussian Processes for Multivariate Physiological Time-Series Analysis. - Robert Dürichen; Marco A. F. Pimentel; Lei A. Clifton; Achim Schweikard; David A. Clifton (IEEE Trans. Biomed. Eng., 2015)

From univariate to multivariate respiratory motion compensation. A Bayesian way to increase treatment accuracy in robotic radiotherapy. - Robert Dürichen (2015)

Occupancy Detection in Commercial and Residential Environments Using Audio Signal. - Shabnam Ghaffarzadegan; Attila Reiss; Mirko Ruhs; Robert Dürichen; Zhe Feng 003 (INTERSPEECH, 2017)

CNN-based sensor fusion techniques for multimodal human activity recognition. - Sebastian Münzner; Philip Schmidt 001; Attila Reiss; Michael Hanselmann; Rainer Stiefelhagen; Robert Dürichen (ISWC, 2017)

Prediction of electrocardiography features points using seismocardiography data: a machine learning approach. - Robert Dürichen; Keshav Deep Verma; Seow Yuen Yee; Thomas Rocznik; Philip Schmidt 001; Joschka Boedecker; Christian Peters (UbiComp, 2018)

Labelling Affective States "in the Wild": Practical Guidelines and Lessons Learned. - Philip Schmidt 001; Attila Reiss; Robert Dürichen; Kristof Van Laerhoven (UbiComp/ISWC Adjunct, 2018)

Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection. - Philip Schmidt 001; Attila Reiss; Robert Dürichen; Claus Marberger; Kristof Van Laerhoven (ICMI, 2018)

Sensing Room Occupancy Levels with Signal-to-Noise Ratio and Signal Phase and Multiple Antenna Configurations. - Jens Weppner; Benjamin Bischke; Attila Reiss; Robert Dürichen; Paul Lukowicz (IEEE SENSORS, 2018)

Wearable affect and stress recognition: A review. - Philip Schmidt 001; Attila Reiss; Robert Dürichen; Kristof Van Laerhoven (CoRR, 2018)

Binary Input Layer: Training of CNN models with binary input data. - Robert Dürichen; Thomas Rocznik; Oliver Renz; Christian Peters (CoRR, 2018)

Personal thermal perception models using skin temperatures and HR/HRV features: comparison of smartwatch and professional measurement devices. - Fanny Kobiela; Rongrong Shen; Marcel Schweiker; Robert Dürichen (UbiComp, 2019)

Multi-target affect detection in the wild: an exploratory study. - Philip Schmidt 001; Robert Dürichen; Attila Reiss; Kristof Van Laerhoven; Thomas Plötz (UbiComp, 2019)

Wearable-Based Affect Recognition - A Review. - Philip Schmidt 001; Attila Reiss; Robert Dürichen; Kristof Van Laerhoven (Sensors, 2019)

COVID-19 Patient Outcome Prediction Using Selected Features from Emergency Department Data and Feed-Forward Neural Networks. - Sophie Peacock; Mattia Cinelli; Frank S. Heldt; Lachlan McLachlan; Marcela P. Vizcaychipi; Alex McCarthy; Nadezda Lipunova; Robert A. Fletcher; Anne Hancock; Robert Dürichen; Fernando Andreotti; Rabia T. Khan (MobiHealth, 2020)

Prediction of the onset of cardiovascular diseases from electronic health records using multi-task gated recurrent units. - Fernando Andreotti; Frank S. Heldt; Basel Abu-Jamous; Ming Li; Avelino Javer; Oliver Carr; Stojan Jovanovic; Nadezda Lipunova; Benjamin Irving; Rabia T. Khan; Robert Dürichen (CoRR, 2020)

Deep Semi-Supervised Embedded Clustering (DSEC) for Stratification of Heart Failure Patients. - Oliver Carr; Stojan Jovanovic; Luca Albergante; Fernando Andreotti; Robert Dürichen; Nadia Lipunova; Janie Baxter; Rabia T. Khan; Benjamin Irving (CoRR, 2020)

Longitudinal patient stratification of electronic health records with flexible adjustment for clinical outcomes. - Oliver Carr; Avelino Javer; Patrick Rockenschaub; Owen Parsons; Robert Dürichen (ML4H@NeurIPS, 2021)

Compensating trajectory bias for unsupervised patient stratification using adversarial recurrent neural networks. - Avelino Javer; Owen Parsons; Oliver Carr; Janie Baxter; Christian Diedrich; Eren Elçi; Steffen Schaper; Katrin Coboeken; Robert Dürichen (CoRR, 2021)

Similarity-based prediction of Ejection Fraction in Heart Failure Patients. - Jamie Wallis; Andres Azqueta-Gavaldon; Thanusha Ananthakumar; Robert Dürichen; Luca Albergante (CoRR, 2022)

Enabling scalable clinical interpretation of ML-based phenotypes using real world data. - Owen Parsons; Nathan E. Barlow; Janie Baxter; Karen Paraschin; Andrea Derix; Peter Hein; Robert Dürichen (CoRR, 2022)