Dr. Christel Sirocchi

Professur für Biomedical Network Science

Feature graphs for interpretable unsupervised tree ensembles: centrality, interaction, and application in disease subtyping (2025) Sirocchi C, Urschler M, Pfeifer B Journal article Molecular Fingerprints-Based Machine Learning for Metabolic Profiling (2024) Sirocchi C, Biancucci F, Suffian M, Benedetti R, Donati M, Ferretti S, Bogliolo A, et al. Conference contribution Evaluating Machine Learning Models against Clinical Protocols for Enhanced Interpretability and Continuity of Care (2024) Sirocchi C, Suffian M, Sabbatini F, Bogliolo A, Montagna S Conference contribution, Original article Integrating Symbolic Knowledge and Machine Learning in Healthcare (2024) Sirocchi C, Montagna S Conference contribution, Original article Predicting metabolic responses in genetic disorders via structural representation in machine learning (2024) Sirocchi C, Biancucci F, Suffian M, Donati M, Ferretti S, Bogliolo A, Magnani M, et al. Journal article Federated unsupervised random forest for privacy-preserving patient stratification (2024) Pfeifer B, Sirocchi C, Bloice MD, Kreuzthaler M, Urschler M Journal article Symbolic Knowledge Comparison: Metrics and Methodologies for Multi-Agent Systems (2024) Sabbatini F, Sirocchi C, Calegari R Conference contribution, Original article Hybrid Personal Medical Digital Assistant Agents (2024) Montagna S, Sirocchi C Conference contribution, Original article Medical-informed machine learning: integrating prior knowledge into medical decision systems (2024) Sirocchi C, Bogliolo A, Montagna S Journal article Distributed Averaging for Accuracy Prediction in Networked Systems (2024) Sirocchi C, Bogliolo A Conference contribution