AIX-COVNET Collaboration

Classification of datasets with imputed missing values: does imputation quality matter?

Mishal N. Patel, Ramón Viñas Torné, C. Schonlieb, 2022, ArXiv.

The impact of imputation quality on machine learning classifiers for datasets with missing values

J. H. Rudd, Mishal N. Patel, Ramón Viñas Torné, 2022, Communications medicine.

Navigating the challenges in creating complex data systems: a development philosophy

J. Aston, C. Schönlieb, Sören Dittmer, 2022, ArXiv.

Reinterpreting survival analysis in the universal approximator age

J. H. Rudd, J. Aston, C. Schönlieb, 2023, ArXiv.

A study of why we need to reassess full reference image quality assessment with medical images

C. Schönlieb, J. Gröhl, A. Biguri, 2024, ArXiv.