Uncertainty Quantification on target regions under indirect measurements with applications to volcano geophysics
Conference at AIP 2019, Grenoble, France
CV
Education
- B.Sc in Physics, ETH Zürich, 2014
- M.Sc in Physics (theoretical) with honors, ETH Zürich, 2016
- Ph.D in Statistics (summa cum laude), University of Bern, 2023
Work experience
- 2017: SwissRe: Data Science Intern
- Github University
- Duties included: Tagging issues
- Supervisor: Professor Git
- 2017: Deloitte: Quantitative Risk Consultant
- Github University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
Skills
- Skill 1
- Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
- Skill 3
Publications
Talks
Bayesian Inversion in Geophysics with a Functional Point of View
Seminar at Bern Statistics Seminar, Bern, Switzerland
Methods for out-of-memory Bayesian Inversion with a View towards Optimal Design of Experiments
Invited talk at NTNU statistics research group, Trondheim, Norway
Implicit Update for Large-Scale Inversion under GP prior
Seminar at UQSay, Université Paris-Saclay Seminar on Uncertainty Quantification, Paris, France
Implicit Update for Large-Scale Inversion under GP prior
Poster at Bern Data Science Day 2021, Bern, Switzerland
Fast, large scale Gaussian Process-based Bayesian inversion for set estimation in Geophysics
Poster at MASCOT-NUM 2021 Meeting, Aussois, France
Uncertainty Quantification and Experimental Design for Large-Scale Linear Inverse Problems under Gaussian Process Priors, with Applications to Geophysics
Conference at Journées MAS 2020, Orléans, France
Uncertainty Quantification and Experimental Design for Large-Scale Linear Inverse Problems under Gaussian Process Priors, with Applications to Geophysics
Conference at axtis 21, Bern, Switzerland
Gaussian Process for Excursion Set Estimation: Example Applications
Conference at LIKE 22, Bern, Switzerland
Uncertainty Quantification and Experimental Design for Large-Scale Inverse Problems, with Applications to Geophysics
Conference at SIAM UQ 2022, Atlanta, United States
Universal Inversion: Extending Universal Kriging to Include Trends in Bayesian Inverse Problems
Conference at MASCOT_NUM 2022 Meeting, Clermont Ferrand, France
Bayesian Inversion for Excursion Set Recovery: Including known Trends and Perspectives toward Sequential Uncertainty Reduction
Invited Talk at Cornell CSE School, Ithaca, United States
Universal Inversion: a Framework for Infusing Expert Knowledge in Bayesian Inverse Problems
Conference at SIAM CSE 23, Amsterdam, Netherlands
Non-sequential Ensemble Kalman Filtering using Distributed Arrays
Conference at NORDSTAT 2023, Gothenburg, Sweden
AI for the Life Sciences
Conference at ILS Research Day 2024, Leuk, Switzerland
Teaching
Service and leadership
- Currently signed in to 43 different slack teams