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corner.py's Introduction

Hey, I'm Roman ๐Ÿ‘‹

I am a PhD student in the departement of physics at the University of Zurich. My research interests revolve around probabilistic modelling in medical physics (radiation oncology mostly).

๐Ÿ“š๐Ÿ” Research fields

In our main project, we try to model the risk for metastases in the lymph system of patients with squamous cell carcinomas in the head & neck region. You can read more on that in an excellent paper by a PostDoc in our group: Pouymayou et al. You can also check out our code for the lymph model, which is a python package containing the code to learn and compute this risk of lymphatic metastases using Bayesian networks (mentioned paper) and also - this is new - hidden Markov models (Ludwig et al).

Another project deals with optimal fractionation schemes. Fractionation is the splitting of a prescribed dose of radiation designed to kill cancer cells in a tumor into multiple sessions to allow the healthy parts of the body to recover better. Innovative technologies like the MR-LinAc at our institution enable us to tackle this problem with reinforcement learning

๐Ÿ”ญ Topics I'm interested in

  • probabilistic models
  • interpretable machine learning methods
  • statistical learning theory

and also (though not necessarily research-related)

  • ๐ŸŒŒ (theoretical) astrophysics (I did my master in this group)
  • web development
  • open source

๐Ÿ›  Tools I use

Thanks a lot for reading ๐Ÿ˜ƒ

๐Ÿ“ซ In case you want to reach me: [email protected]

corner.py's People

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