activity
20062022
most citedMaximizing the information learned from finite data selects a simple model

60 citations · 504 across the 24 of their papers we have counts for

collaborators

24 papers

stat.OT2022★ 5 cited

Far from Asymptopia

Michael C. Abbott, Benjamin B. Machta

Inference from limited data requires a notion of measure on parameter space, most explicit in the Bayesian framework as a prior. Here we demonstrate that Jeffreys prior, the best-k…

cond-mat.stat-mech2021

Information geometry for multiparameter models: New perspectives on the origin of simplicity

Katherine N. Quinn, Michael C. Abbott, Mark K. Transtrum +2

Complex models in physics, biology, economics, and engineering are often sloppy, meaning that the model parameters are not well determined by the model predictions for collective b…

hep-th2020★ 30 cited

Resurgence in the O(4) sigma model

Michael C. Abbott, Zoltán Bajnok, János Balog +2

We analyze the free energy of the integrable two dimensional O(4) sigma model in a magnetic field. We use Volin's method to extract high number (2000) of perturbative coefficients…

hep-th2020★ 24 cited

From perturbative to non-perturbative in the O(4) sigma model

Michael C. Abbott, Zoltán Bajnok, János Balog +1

We study the resurgent trans-series for the free energy of the two-dimensional O(4) sigma model in a magnetic field. Exploiting integrability, we obtain very high-order perturbativ…

hep-th2020★ 16 cited

Integrable Field Theories with an Interacting Massless Sector

Michael C. Abbott, Inês Aniceto

We present the first known integrable relativistic field theories with interacting massive and massless sectors. And we demonstrate that knowledge of the massless sector is essenti…

cond-mat.stat-mech2017★ 11 cited

A scaling law from discrete to continuous solutions of channel capacity problems in the low-noise limit

Michael C. Abbott, Benjamin B. Machta

An analog communication channel typically achieves its full capacity when the distribution of inputs is discrete, composed of just K symbols, such as voltage levels or wavelengths.…