Scalable Signature Kernel Computations for Long Time Series via Local Neumann Series Expansions

Matthew Tamayo-Rios, Alexander Schell, Rima Alaifari

The signature kernel is a recent state-of-the-art tool for analyzing high-dimensional sequential data, valued for its theoretical guarantees and strong empirical performance. In th…