Research Assistant
Technische Universität München
Machine Vision and Perception Group (MVP)
German Heart Center Munich (DHM)
Work address 1
German Heart Center Munich (DHM)
Lazarettstraße 36
80636
München
Work address 2
Machine Vision and Perception Group (MVP)
Parkring 13 (8101)
85748
Garching b. München
Research Interests
- Causal inference for time-series data
- Causal graph learning
- Model interpretation and visualization
- Multi-variate time-series data models
- Pattern learning for health-care data
Education
|
2020 - |
Ph.D. Candidate, |
|
2017 - 2020 |
Master of Science (M.Sc.) in Robotics, Cognition, and Intelligence, |
|
2013 - 2017 |
Bachelor of Engineering (B.Eng.) in Mechatronics, |
Work Experience
|
2019-2020 |
Master Thesis Student, |
|
2016-2017 |
Intern and Bachelor Thesis Student, |
Current theses and projects
HiWi jobs :
We aim to collect data from medical devices and Realsense cameras in the ICU and build it into a structured dataset for further researches.
Master theses : Interpretable time-series models
We aim to analyse multivariate patient data from different sources to detect anomaly in patients' physiological signals, study correlation between vital signs and external events, and identify early signs of clinical deterioration.
2023
- Risk Estimation for ICU Patients with Personalized Anomaly-Encoded Bedside Patient Data. 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2023. mehr… BibTeX
- Continuous Risk Estimation of Acute Kidney Failure with Dense Temporal Data for ICU Patients. 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2023. mehr… BibTeX
2022
2021
- A target-free calibration method for automotive augmented reality head-up displays. 2021 13th International Conference on Machine Vision (Vol. 11605, p. 116051V). International Society for Optics and Photonics. link