FG Angewandte Funktionalanalysis

1 Items

Recent Submissions
Sparse Proteomics Analysis – a compressed sensing-based approach for feature selection and classification of high-dimensional proteomics mass spectrometry data

Conrad, Tim O. F. ; Genzel, Martin ; Cvetkovic, Nada ; Wulkow, Niklas ; Leichtle, Alexander ; Vybiral, Jan ; Kutyniok, Gitta ; Schütte, Christof (2017)

Background: High-throughput proteomics techniques, such as mass spectrometry (MS)-based approaches, produce very high-dimensional data-sets. In a clinical setting one is often interested in how mass spectra differ between patients of different classes, for example spectra from healthy patients vs. spectra from patients having a particular disease. Machine learning algorithms are needed to (a) i...