Siddharth Setlur

Differentiability and Optimization of Multiparameter Persistent Homology

Real-valued functions on geometric data---such as node attributes on a graph---can be optimized using descriptors from persistent homology, allowing the user to incorporate topological terms in the loss function. When optimizing a single real-valued function (the one-parameter setting), there is a c…