activity
20172025
most citedTime-warping invariants of multidimensional time series

21 citations · 96 across the 15 of their papers we have counts for

collaborators

18 papers

math.NA2025

Explicit and Effectively Symmetric Runge-Kutta Methods

Daniil Shmelev, Kurusch Ebrahimi-Fard, Nikolas Tapia +1

Symmetry is a key property of numerical methods. The geometric properties of symmetric schemes make them an attractive option for integrating Hamiltonian systems, whilst their abil…

math.PR2025

Perturbative renormalisation of the model via generalized Wick maps

Nils Berglund, Tom Klose, Nikolas Tapia

We consider the perturbative renormalisation of the model from Euclidean Quantum Field Theory for any, possibly non-integer dimension . The so-called BPHZ renormalisat…

math.HO2025

An introduction to tensors for path signatures

Jack Beda, Goncalo dos Reis, Nikolas Tapia

We present a fit-for-purpose introduction to tensors and their operations. It is envisaged to help the reader become acquainted with its underpinning concepts for the study of path…

stat.ML2024

On expected signatures and signature cumulants in semimartingale models

Peter K. Friz, Paul P. Hager, Nikolas Tapia

The concept of signatures and expected signatures is vital in data science, especially for sequential data analysis. The signature transform, a Cartan type development, translates…

math.RA2024

A multiplicative surface signature through its Magnus expansion

Ilya Chevyrev, Joscha Diehl, Kurusch Ebrahimi-Fard +1

In the last decade, the concept of path signature has achieved significant success in data science applications. It offers a powerful set of features that effectively capture and d…

math.RA2024

Free generators and Hoffman's isomorphism for the two-parameter shuffle algebra

Leonard Schmitz, Nikolas Tapia

Signature transforms have recently been extended to data indexed by two and more parameters. With free Lyndon generators, ideas from -algebras and a novel two-pa…