As an expert in molecular imaging of single cell signaling in cancer, I develop integrated systems of molecular, cellular, optical, and custom image processing tools to extract rich data sets for biochemical and behavioral functions in living cells over minutes to days. Data sets composed of thousands to millions of cells enable us to develop predictive models of cellular function through a variety of computational approaches, including ODE, ABM, and IRL modeling.
Faculty
Kathryn Luker
Associate Research Scientist, Radiology
Affiliations: Health Information Technology & Services (HITS)
Contact
734-763-5849
kluker@umich.edu
Website
Research
Research Areas
ClassificationImage Data Processing and Analysis
Machine Learning
Modeling: Multi-scale; Predictive and Metamodeling
Signal Processing