Discrete Signature Varieties
ABSTRACT: Discrete signatures are invariants computed from time series corresponding to the discretised version of the signature of paths. We study the algebraic varieties arising from their images, the discrete signature varieties. We introduce them and compute their dimension in many cases. From a particular subclass of these varieties, we derive a partial solution to the Chen-Chow theorem for complex-valued time series.
Project page created: 16/04/2025
Project contributors: Carlo Bellingeri, Raul Penaguiao
Corresponding author of this page: Raul Penaguiao, raul.penaguiao@proton.me
Software used: Macaulay2 (Version 1.13) and Python (Version 3.12.3)
System setup used: MacBook Pro with macOS Monterey 12.0.1, Processor 2.7 GHz Intel Core i7, Memory 16 GB 2133 MHz LPDDR3
License for code of this project page: MIT License (https://spdx.org/licenses/MIT.html)