Florian develops statistical and mathematical models of complex biological systems and analyzes large-scale molecular data. His research interests range from the analysis of microarray data in clinical settings to inference of cellular networks from high-throughput gene perturbation screens and integration of heterogeneous data sources using machine learning techniques and probabilistic graphical models.