Marie Skłodowska-Curie Actions COFUND Postdoctoral Fellow
Integreat Postdoctoral Fellow
University of Oslo, Department of Mathematics
Academic interests
The development of statistical and machine learning methods with increased accuracy, reliability, and applicability. Some key topics include:
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High-dimensional statistics
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Scalable inference
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Graphical modelling
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Integrative/multi-task learning
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Causal learning
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Statistical machine learning
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Statistical omics
Background
Camilla finished her PhD in Statistics at the University of Cambridge in 2023, under the supervision of Prof. Sylvia Richardson and Dr. Hélène Ruffieux. Her thesis, “Joint Network Modelling of Omics Data for Understanding Complex Diseases”, is focused on the development of novel Bayesian methodology for integrative modelling of conditional dependencies in extremely high-dimensional data, with applications in autoimmune disease and cancer omics.
Postdoctoral project
MSCA co-funded project “CLEVER” (Causal multi-task machine Learning for Enhanced Versatility, Equity and Robustness)
The project is aimed at advancing the field of machine learning by developing new supervised learning methods that, by integrating causal inference principles, exhibit enhanced robustness, particularly in their ability to generalize adequately to new domains. Robust algorithms are essential for mitigating errors in critical applications, such as healthcare and environmental monitoring, and ensuring Artificial Intelligence (AI)'s equitable performance across diverse populations.
Collaborators
- Johan Pensar, University of Oslo, Department of Mathematics
- Arnoldo Frigessi, University of Oslo, Department of Mathematics
- Geir Kjetil Sandve, University of Oslo, Department of Informatics
- Sylvia Richardson, University of Cambridge, School of Clinical Medicine
Awards
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NR Master Thesis Award for the best thesis within the fields of mathematics and IT at the University of Oslo (2019)
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AKER Scholarship for full PhD at the University of Cambridge (2019-2023)
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NORAM Scholarship for semester at UC Berkeley (2018)
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Abelstipend from the Norwegian Mathematical Society for semester at UC Berkeley (2018)
Publications
For a complete list, see Camilla’s Google Scholar profile.