Esther Julie Alberts
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E-mail: esther.alberts@tum.de
Phone: +49 89 289 10840
Room: IMETUM 1.101
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Research Interests
My fields of interest are shortly summarized below. You can visit
my project page to get a more specific idea on what I am currently working on.
Image segmentation techniques
- MRI image preprocessing: biasfield correction, registration, intensity normalization
- Machine learning: Expectation-Maximization, Random Forests
- Statistical modeling: Bayesian inference, Maximum Likelihood Estimators, MAP problems
Brain tumor growth modeling
- Temporal graphical models
- Markov random fields
- Energy minimization
- Uncertainty estimation
Patient-specific characterization of Glioblastoma Multiforma
- Precision medicine: Personalized glioma modeling has become necessary due to intertumoral cellular and molecular heterogeneity
- Radiogenomics: Investigating the relation between genetic profiles and MRI phenotypes