Operator Learning

Learning Transition Operators From Sparse Space-Time Samples

We consider the nonlinear inverse problem of learning a transition operator A from partial observations at T different times, in the form of sparse observations of entries of the powers $A,A^2,...,A^T$. We address the nonlinearity of this …