elismg

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Academic interests

I am working on vine copula based methods in machine learning. My academic interests are:

  • Vine Copulas: Dependence modelling for high-dimensional data, structure selection, simplified vine copulas.
  • Generative Modelling and Synthetic Data: privacy-utility trade-off, differential privacy, knowledge-informed generative model design.
  • Bayesian Statistics and Machine Learning: Variational inference, Quasi-Bayes, Bayesian neural networks.

Background

M.Sc. Mathematics at the Technical University of Munich (TUM), Germany, 2022

 

Tags: machine learning, statistics, vine copulas, synthetic data, variational inference
Published Oct. 15, 2024 10:52 AM - Last modified Mar. 11, 2025 1:52 PM