42 citations · 101 across the 9 of their papers we have counts for
9 papers
Application of the Variational Autoencoder to Detect the Critical Points of the Anisotropic Ising Model
Anshumitra Baul, Nicholas Walker, Juana Moreno +1
We generalize the previous study on the application of variational autoencoders to the two-dimensional Ising model to a system with anisotropy. Due to the self-duality property of…
Influence of State Reopening Policies in COVID-19 Mortality
Ka-Ming Tam, Nicholas Walker, Juana Moreno
By the end of May 2020, all states in the US have eased their COVID-19 mitigation measures. Different states adopted markedly different policies and timing for reopening. An import…
Neural Network Solver for Small Quantum Clusters
Nicholas Walker, Samuel Kellar, Yi Zhang +1
Machine learning approaches have recently been applied to the study of various problems in physics. Most of the studies are focused on interpreting the data generated by convention…
Deep Learning on the 2-Dimensional Ising Model to Extract the Crossover Region with a Variational Autoencoder
Nicholas Walker, Ka-Ming Tam
The 2-dimensional Ising model on a square lattice is investigated with a variational autoencoder in the non-vanishing field case for the purpose of extracting the crossover region…
InfoCGAN Classification of 2-Dimensional Square Ising Configurations
Nicholas Walker, Ka Ming Tam
An InfoCGAN neural network is trained on 2-dimensional square Ising configurations conditioned on the external applied magnetic field and the temperature. The network is composed o…
Effect of Mitigation Measures on the Spreading of COVID-19 in Hard-Hit States
Ka-Ming Tam, Nicholas Walker, Juana Moreno
State government-mandated social distancing measures have helped to slow down the growth of the COVID-19 pandemic in the United States. Current predictive models of the development…