Applications of Topological Data Analysis in Oncology
Anuraag Bukkuri, Noemi Andor, Isabel K. Darcy
2021 · Frontiers in Artificial Intelligence · 63 citations
The emergence of the information age in the last few decades brought with it an explosion of biomedical data. But with great power comes great responsibility: there is now a pressing need for new data analysis algorithms to be developed to make sense of the data and transform this information into knowledge which can be directly translated into the clinic. Topological data analysis (TDA) provides a promising path forward: using tools from the mathematical field of algebraic topology, TDA provides a framework to extract insights into the often high-dimensional, incomplete, and noisy nature of…
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