Harnessing Data Geometry for Biomedical Insights

Explore the cutting-edge field of data geometry in biomedical research through this insightful conference talk delivered by Smita Krishnaswamy at the Computational Genomics Summer Institute (CGSI) 2022. Delve into fundamental challenges and concepts such as manifolds, Gaussian curvature, and diffusion operators. Discover how these mathematical principles apply to scientific data, particularly in stem cell development. Learn about spectral clustering, extraction of harmonic features, and density estimation on graphs. Engage with a thought-provoking experiment that demonstrates the practical applications of these concepts in harnessing data geometry for valuable biomedical insights.