Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2020Differences in cohort study data affect external validation of artificial intelligence models for predictive diagnostics of dementia - lessons for translation into clinical practice
Birkenbihl, Colin; Emon, Mohammad Asif; Vrooman, Henri; Westwood, Sarah; Lovestone, Simon; Hofmann-Apitius, Martin; Fröhlich, Holger
Journal Article
2020GuiltyTargets: Prioritization of Novel Therapeutic Targets with Deep Network Representation Learning
Muslu, Özlem; Hoyt, Charles Tapley; Lacerda, Mauricio Pio de; Hofmann-Apitius, Martin; Fröhlich, Holger
Journal Article
2020Optimal multiparametric set-up modelled for best survival outcomes in palliative treatment of liver malignancies
Goldstein, Elisha; Yeghiazaryan, Kristina; Ahmad, Ashar; Giordano, Frank A.; Fröhlich, Holger; Golubnitschaja, Olga
Journal Article
2020PathME: Pathway based multi-modal sparse autoencoders for clustering of patient-level multi-omics data
Lemsara, Amina; Ouadfel, Salima; Fröhlich, Holger
Journal Article
2020Variational Autoencoder Modular Bayesian Networks for Simulation of Heterogeneous Clinical Study Data
Gootjes-Dreesbach, Luise; Sood, Meemansa; Sahay, Akrishta; Hofmann-Apitius, Martin; Fröhlich, Holger
Journal Article
2019Deep learning for clustering of multivariate clinical patient trajectories with missing values
Jong, Johann de; Emon, Mohammad Asif; Wu, Ping; Karki, Reagon; Sood, Meemansa; Godard, Patrice; Ahmad, Ashar; Vrooman, Henri; Hofmann-Apitius, Martin; Fröhlich, Holger
Journal Article
2019The Impact of Pathway Database Choice on Statistical Enrichment Analysis and Predictive Modeling
Mubeen, Sarah; Hoyt, Charles Tapley; Gemünd, André; Hofmann-Apitius, Martin; Fröhlich, Holger; Domingo-Fernandez, Daniel
Journal Article
2019MCMC Techniques for Parameter Estimation of ODE Based Models in Systems Biology
Valderrama-Bahamóndez, Gloria I.; Fröhlich, Holger
Journal Article
2018Using Multi-Scale Genetic, Neuroimaging and Clinical Data for Predicting Alzheimer's Disease and Reconstruction of Relevant Biological Mechanisms
Khanna, Shashank; Domingo-Fernández, Daniel; Iyappan, Anandhi; Emon, Mohammad Asif; Hofmann-Apitius, Martin; Fröhlich, Holger
Journal Article