Search Results for author: Jeffrey Giansiracusa

Found 2 papers, 0 papers with code

Algebraic Dynamical Systems in Machine Learning

no code implementations6 Nov 2023 Iolo Jones, Jerry Swan, Jeffrey Giansiracusa

We introduce an algebraic analogue of dynamical systems, based on term rewriting.

Quantitative analysis of phase transitions in two-dimensional XY models using persistent homology

no code implementations22 Sep 2021 Nicholas Sale, Jeffrey Giansiracusa, Biagio Lucini

In particular, we introduce a new way of computing the persistent homology of lattice spin model configurations and, by considering the fluctuations in the output of logistic regression and k-nearest neighbours models trained on persistence images, we develop a methodology to extract estimates of the critical temperature and the critical exponent of the correlation length.

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