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Design and Validation of Proteome Measurements.. Ausgezeichnete Informatikdissertationen, volume D-11 of LNI, GI, (2010)Metabolic network segmentation: A probabilistic graphical modeling approach to identify the sites and sequential order of metabolic regulation from non-targeted metabolomics data., , , , and . PLoS Comput. Biol., (2017)Privacy-preserving federated neural network learning for disease-associated cell classification., , , , and . Patterns, 3 (5): 100487 (2022)Mixture-of-Experts Variational Autoencoder for clustering and generating from similarity-based representations., , , and . CoRR, (2019)Latent representation learning in biology and translational medicine., and . Patterns, 2 (3): 100198 (2021)Cell-wide analysis of protein thermal unfolding reveals determinants of thermostability, , , , , , , and . Science, (2017)Mixture-of-Experts Variational Autoencoder for clustering and generating from similarity-based representations on single cell data., , , and . PLoS Comput. Biol., (2021)Markov Network Structure Learning via Ensemble-of-Forests Models., and . UAI, page 42-51. AUAI Press, (2014)Dynamic distribution decomposition for single-cell snapshot time series identifies subpopulations and trajectories during iPSC reprogramming., , , and . PLoS Comput. Biol., (2020)Visualizing hierarchies in scRNA-seq data using a density tree-biased autoencoder., , , , , , and . CoRR, (2021)