Heike Leutheuser
Dr.-Ing. Heike Leutheuser
- Since 09/2023
Guest researcher at the Medical Data Science group, Institute for Machine Learning, Department of Computer Science, ETH Zürich, Switzerland - Since 2022
Postdoc and Research Group Leader of the Digital Health – Biosignals Group at the Machine Learning & Data Analytics Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 09/2022 – 08/2023
Postdoctoral research fellow at the Medical Data Science group, Institute for Machine Learning, Department of Computer Science, ETH Zürich, Switzerland - 2021 – 2022
Coordinator of the CRC 1483 EmpkinS integrated Research Training Group (iRTG), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2019 – 2021
Researcher at the Machine Learning & Data Analytics Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2017 – 2022
Director at the Central Institute of Medical Engineering (ZiMT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2019
Ph.D. in computer science (Dr.-Ing.). Supervisor: Bjoern Eskofier - 2011 – 2019
Ph.D. candidate at the Machine Learning & Data Analytics Lab (formerly Digital Sports Group), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2016
Visiting Student Researcher at the Mobilize Center and at the Department of Orthopaedic Surgery at Stanford University - 2006 – 2011
Diplom in Physics (Dipl.-Phys. equivalent MSc.), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2008
Study abroad as Erasmus scholar at Imperial College London, UK
(Ongoing)Michael BrockRefinement, Feasibility and Evaluation of an eHealth Application for Opioid Management in Palliative Care
(Master’s thesis)
2024
Motivational Factors for Experienced Users of Mobile Health Applications in Heart Failure Management
2024 Nordic Conference on Human-Computer Interaction (Uppsala, 13. October 2024 - 16. October 2024)
In: NordiCHI '24 Adjunct: Adjunct Proceedings of the 2024 Nordic Conference on Human-Computer Interaction, New York City: 2024
DOI: 10.1145/3677045.3685447
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Power-MF: Robust fetal QRS detection from non-invasive fetal electrocardiogram recordings
In: Physiological Measurement (2024)
ISSN: 0967-3334
DOI: 10.1088/1361-6579/ad4952
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Can HCI Lead the Way? Workshop on Exploring Conscious AI
In: Mensch und Computer - Workshopband 2024, Gesellschaft für Informatik e.V., 2024
DOI: 10.18420/muc2024-mci-ws12-113
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(Conference report)
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2023
Your Health, Your Data: Combining Interdisciplinary Views, Concepts, and Practices to Empower Patients in Their Engagement With Personal Health Data
Mensch und Computer 2023 (Rapperswil, 3. September 2023 - 6. September 2023)
In: Workshopband 2023
DOI: 10.18420/muc2023-mci-ws14-117
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Evaluating the Effectiveness of Mobile Health in Breast Cancer Care: A Systematic Review
In: Oncologist (2023)
ISSN: 1083-7159
DOI: 10.1093/oncolo/oyad217
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Fetal Re-Identification in Multiple Pregnancy Ultrasound Images Using Deep Learning
45th Annual International Conference of the IEEE Engineering in Medicine and Biology Conference, EMBC 2023 (Sydney, NSW, 24. July 2023 - 27. July 2023)
In: 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) 2023
DOI: 10.1109/EMBC40787.2023.10340336
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Contactless Heart Rate Estimation using a 61 GHz Continuous-Wave Radar
IEEE-EMBS International Conference on Body Sensor Networks: Sensor and Systems for Digital Health (MIT Media Lab, Boston MA, 9. October 2023 - 11. October 2023)
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Blood glucose forecasting from temporal and static information in children with T1D
In: Frontiers in Pediatrics 11 (2023), Article No.: 1296904
ISSN: 2296-2360
DOI: 10.3389/fped.2023.1296904
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Prevalence and course of pregnancy symptoms using self-reported pregnancy app symptom tracker data
In: npj Digital Medicine 6 (2023), Article No.: 189
ISSN: 2398-6352
DOI: 10.1038/s41746-023-00935-3
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WebPPG: Feasibility and Usability of Self-Performed, Browser-Based Smartphone Photoplethysmography
45th Annual International Conference of the IEEE Engineering in Medicine and Biology Conference, EMBC 2023 (Sydney, NSW, 24. July 2023 - 27. July 2023)
In: 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) 2023
DOI: 10.1109/EMBC40787.2023.10340204
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Usability and Perception of a Wearable-Integrated Digital Maternity Record App in Germany: User Study
In: JMIR Pediatrics and Parenting 6 (2023), Article No.: e50765
ISSN: 2561-6722
DOI: 10.2196/50765
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2022
Machine Learning-based Detection of In-Utero Fetal Presentation from Non-Invasive Fetal ECG
2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) (Ioannina, 27. September 2022 - 30. September 2022)
DOI: 10.1109/BHI56158.2022.9926804
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Gait Variability to Phenotype Common Orthopedic Gait Impairments Using Wearable Sensors
In: Sensors 22 (2022), Article No.: 9301
ISSN: 1424-8220
DOI: 10.3390/s22239301
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2021
Examining the Association Between Self-Reported Estimates of Function and Objective Measures of Gait and Physical Capacity in Lumbar Stenosis
In: Archives of Rehabilitation Research and Clinical Translation (2021), p. 100147
ISSN: 2590-1095
DOI: 10.1016/j.arrct.2021.100147
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2020
Gait features for discriminating between mobility-limiting musculoskeletal disorders: Lumbar spinal stenosis and knee osteoarthritis
In: Gait & Posture 80 (2020), p. 96-100
ISSN: 0966-6362
DOI: 10.1016/j.gaitpost.2020.05.019
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2019
Wearable computing applications in eHealth (Dissertation, 2019)
URL: https://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/12590
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2018
Self-powered Multiparameter Health Sensor
In: IEEE Journal of Biomedical and Health Informatics 22 (2018), p. 15-22
ISSN: 2168-2194
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2017
Wearable Current-Based ECG Monitoring System with Non-Insulated Electrodes for Underwater Application
In: Applied Sciences 7 (2017), Article No.: 1277
ISSN: 2076-3417
DOI: 10.3390/app7121277
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Reference-Free Adjustment of Respiratory Inductance Plethysmography for Measurements during Physical Exercise
In: IEEE Transactions on Biomedical Engineering (2017)
ISSN: 0018-9294
DOI: 10.1109/TBME.2017.2675941
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Textile Integrated Wearable Technologies for Sports and Medical Applications
In: Stefan Schneegass, Oliver Amft (ed.): Smart Textiles, 2017, p. 359-382 (Human–Computer Interaction Series)
ISBN: 978-3-319-50124-6
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2016
Instantaneous P-and T-wave detection: Assessment of three ECG fiducial points detection algorithms
2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (University of California, San Francisco (UCSF) Mission Bay Conference CenterSan Francisco; United States, 14. June 2016 - 17. June 2016)
In: 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2016
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Battery Runtime Optimization Toolbox for Wearable Biomedical Sensors
13th International Conference on Wearable and Implantable Body Sensor Networks BSN (San Fransisco, CA, 14. June 2016 - 17. June 2016)
In: 13th International Conference on Wearable and Implantable Body Sensor Networks BSN 2016
DOI: 10.1109/BSN.2016.7516259
URL: http://ieeexplore.ieee.org/document/7516259/
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Real-Time Respiratory Motion Analysis Using 4-D Shape Priors
In: IEEE Transactions on Biomedical Engineering 63 (2016), p. 485-495
ISSN: 0018-9294
DOI: 10.1109/TBME.2015.2463769
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2015
Wearable Real-Time ECG Monitoring with Emergency Alert System for Scuba Diving
37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (Milan, Italy, 25. August 2015 - 29. August 2015)
In: Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2015
DOI: 10.1109/EMBC.2015.7319777
URL: https://www.mad.tf.fau.de/files/2017/06/2015-Cibis-EMBC-WRE.pdf
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Comparative Study on Classifying Gait With a Single Trunk-Mounted Inertial-Magnetic Measurement Unit
12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Cambridge, USA, 9. June 2015 - 12. June 2015)
In: Wearable and Implantable Body Sensor Networks (BSN), 2015 IEEE 12th International Conference on 2015
DOI: 10.1109/BSN.2015.7299375
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Temporal correction of detected R-peaks in ECG signals: A crucial step to improve QRS detection algorithms
37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015 (Mailand)
DOI: 10.1109/EMBC.2015.7318414
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Using wearable sensors for semiology-independent seizure detection - towards ambulatory monitoring of epilepsy
Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual Conference (Milan, Italy)
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A wearable real-time activity tracker
In: Biomedical Engineering Letters 5 (2015), p. 147-157
ISSN: 2093-9868
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Filter and Processing Method to Improve R-Peak Detection for ECG Data with Motion Artefacts from Wearable Systems
Computing in Cardiology (Nice, France, 6. September 2015 - 9. September 2015)
In: Computing in Cardiology 2015 2015
DOI: 10.1109/CIC.2015.7411061
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Arrhythmia classification using RR intervals: Improvement with sinusoidal regression feature
2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Cambridge, USA, 9. June 2015 - 12. June 2015)
In: 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2015
DOI: 10.1109/BSN.2015.7299371
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Unobtrusive Heart Rate Estimation during Physical Exercise using Photoplethysmographic and Acceleration Data
37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBC ’15 (Milano)
In: 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBC ’15 2015
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Human Authentication Implemented for Mobile Applications Based on ECG-Data Acquired from Sensorized Garments
Computing in Cardiology (Nice, France, 6. September 2015 - 9. September 2015)
In: Computing in Cardiology 2015 2015
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Scalable ECG Hardware and Algorithms for Extended Runtime of Wearable Sensors
IEEE International Symposium on Medical Measurements and Applications (MeMeA) (Torino)
In: 2015 IEEE International Symposium on Medical Measurements and Applications 2015
DOI: 10.1109/MeMeA.2015.7145209
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Sampling rate impact on energy consumption of biomedical signal processing systems
12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Cambridge, USA, 9. June 2015 - 12. June 2015)
DOI: 10.1109/BSN.2015.7299392
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2014
ICA-based Reduction of Electromyogenic Artifacts in EEG Data: Comparison With and Without EMG Data
36th Annual International Conference of the IEEE EMBS (Chicago, Illinois, USA)
In: IEEE EMBC 2014 2014
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Respiratory Inductance Plethysmography - A Rationale for Validity during Exercise
In: Medicine and science in sports and exercise 46 (2014), p. 488-495
ISSN: 0195-9131
DOI: 10.1249/MSS.0000000000000130.
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Performance Comparison of Two Step Segmentation Algorithms using Different Step Activities
11th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Zürich, Switzerland, 16. June 2014 - 19. June 2014)
In: Wearable and Implantable Body Sensor Networks (BSN), 2014 11th International Conference on 2014
DOI: 10.1109/BSN.2014.37
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Automatic ECG Arrhythmia Detection in Real-Time on Android-based Mobile Devices
MobileMed 2014 (Czech Technical University, Prague)
In: Proceedings of International Conference on Mobile and Information Technologies in Medicine and Health 2014
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Comparison of Real-Time Classification Systems for Arrhythmia Detection on Android-based Mobile Devices
36th Annual International Conference of the IEEE EMBS (Chicago, Illinois, USA)
In: IEEE EMBC 2014 2014
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Comparison of A Priori Calibration Models for Respiratory Inductance Plethysmography During Running
36th Annual International Conference of the IEEE EMBS (Chicago, Illinois, USA)
In: IEEE EMBC 2014 2014
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Towards Big Data for Activity Recognition: A Novel Database Fusion Strategy
BODYNETS 2014 (London, 29. September 2014 - 1. October 2014)
In: 9th International Conference on Body Area Networks 2014
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2014/Schuldhaus14-TBD.pdf
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System Design Impacts on Battery Runtime of Wearable Medical Sensors
Mobile and Information Technologies in Medicine and Health (MobileMed) (Czech Technical University, Prague)
In: Mobile and Information Technologies in Medicine and Health, Proceedings (MobileMed), 2014 2014
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2013
SVM for Semi-automatic Selection of ICA Components of Electromyogenic Artifacts in EEG Data
The 15th International Conference on Biomedical Engineering (ICBME 2013) (University Town, Singapore, 4. December 2013 - 7. December 2013)
In: James Goh (ed.): The 15th International Conference on Biomedical Engineering, Heidelberg: 2013
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Somnography using unobtrusive motion sensors and Android-based mobile phones
35th Annual International Conference of the IEEE EMBS (Osaka, 3. July 2013 - 7. July 2013)
In: Engineering in Medicine and Biology Society (ed.): IEEE EMBC 2013 2013
DOI: 10.1109/EMBC.2013.6609717
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Heart Rate Variability During Physical Exercise
In: International Journal of Computer Science in Sport 12.0 (2013), p. 61-68
ISSN: 1684-4769
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Comparison of the AMICA and the InfoMax Algorithm for the Reduction of Electromyogenic Artifacts in EEG Data
35th Annual International Conference of the IEEE EMBS (Osaka, 3. July 2013 - 7. July 2013)
In: Engineering in Medicine and Biology Society (ed.): IEEE EMBC 2013 2013
URL: http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2013/Leutheuser13-COT.pdf
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Hierarchical, Multi-Sensor Based Classification of Daily Life Activities: Comparison with State-of-the-Art Algorithms Using a Benchmark Dataset
In: Plos One 8.0 (2013), p. e75196
DOI: 10.1371/journal.pone.0075196
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An Adaptable Inertial Sensor Fusion-Based Approach for Energy Expenditure Estimation.
The 15th International Conference on Biomedical Engineering (ICBME 2013) (University Town, Singapore, 4. December 2013 - 7. December 2013)
In: Goh James (ed.): The 15th International Conference on Biomedical Engineering, Heidelberg: 2013
URL: http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2014/Schuldhaus14-AAI.pdf
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Classification of Daily Life Activities by Decision Level Fusion of Inertial Sensor Data
8th International Conference on Body Area Networks (BODYNETS 2013) (Boston, 30. September 2013 - 2. October 2013)
In: ACM Digital Library (ed.): 8th International Conference on Body Area Networks 2013
URL: http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2013/Schuldhaus13-COD.pdf
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Schlafstadienbestimmung mit Hilfe bewegungsbasierter Sensortechnologie
84. Jahresversammlung der Deutschen Gesellschaft für Hals-Nasen-Ohren-Heilkunde, Kopf- und Hals-Chirurgie (Nürnberg, 8. May 2013 - 12. May 2013)
In: Deutsche Gesellschaft für Hals-Nasen-Ohren-Heilkunde Kopf- und Hals-Chirurgie (ed.): Proceedings of the 84th Annual Meeting of the German Society of Oto-Rhino-Laryngology, Head and Neck Surgery, Düsseldorf: 2013
DOI: 10.3205/13hnod723
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2012
Heart Rate Variability During Physical Exercise
Sportinformatik 2012: 9. Symposium der Sektion Sportinformatik der Deutschen Vereinigung für Sportwissenschaft (Universität Konstanz, 12. September 2012 - 14. September 2012)
In: Byshko R., Dahmen T., Gratkowski M., Gruber M., Quintana J., Saupe D., Vieten M., Woll A. (ed.): KOPS Institutional Repository University of Konstanz 2012
URL: http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2012/Leutheuser12-HRV.pdf
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Automatic Classification of Sport Exercises for Training Support
9. Symposium der Sektion Sportinformatik der Deutschen Vereinigung für Sportwissenschaft (Konstanz, 12. September 2012 - 14. September 2012)
In: Deutsche Vereinigung für Sportwissenschaft (ed.): Sportinformatik 2012 2012
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2011
Quantitative analysis of the cardiorespiratory system during paced respiration
7th Russian-Bavarian Conference on Biomedical Engineering (RBC)
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