English

Big data comparison of quantum invariants

Geometric Topology 2025-06-24 v1 Machine Learning Quantum Algebra

Abstract

We apply big data techniques, including exploratory and topological data analysis, to investigate quantum invariants. More precisely, our study explores the Jones polynomial's structural properties and contrasts its behavior under four principal methods of enhancement: coloring, rank increase, categorification, and leaving the realm of Lie algebras.

Keywords

Cite

@article{arxiv.2503.15810,
  title  = {Big data comparison of quantum invariants},
  author = {Daniel Tubbenhauer and Victor Zhang},
  journal= {arXiv preprint arXiv:2503.15810},
  year   = {2025}
}

Comments

26 pages, many figures, comments welcome

R2 v1 2026-06-28T22:27:43.808Z