Before revision: The persistence diagram is an increasingly useful tool arising from the field of Topological Data Analysis . However, using these diagrams in conjunction with machine learning techniques requires some mathematical finesse.
After revision: The persistence diagram is an increasingly useful tool arising from the field of Topological Data Analysis , but its use alongside typical machine learning techniques requires some mathematical finesse.