7 citations · 33 across the 8 of their papers we have counts for
8 papers
Rotated Digit Recognition by Variational Autoencoders with Fixed Output Distributions
David Yevick
This paper demonstrates that a simple modification of the variational autoencoder (VAE) formalism enables the method to identify and classify rotated and distorted digits. In parti…
Variational Autoencoder Analysis of Ising Model Statistical Distributions and Phase Transitions
David Yevick
Variational autoencoders employ an encoding neural network to generate a probabilistic representation of a data set within a low-dimensional space of latent variables followed by a…
Conservation Laws and Spin System Modeling through Principal Component Analysis
David Yevick
This paper examines several applications of principal component analysis (PCA) to physical systems. The first of these demonstrates that the principal components in a basis of appr…
Accuracy and Efficiency of Simplified Tensor Network Codes
David Yevick, Jesse Thompson
We examine in detail the accuracy, efficiency and implementation issues that arise when a simplified code structure is employed to evaluate the partition function of the two-dimens…
A Cluster Controller for Transition Matrix Calculations
David Yevick, Yong Hwan Lee
We demonstrate that a temperature schedule for single-spin flip transition matrix calculations can be simply and rapidly generated by monitoring the average size of the Wolff clust…
A Projected Entropy Controller for Transition Matrix Calculations
David Yevick
We define the projected entropy S(T) at a given temperature T in the context of an Ising model transition matrix calculation as the entropy associated with the distribution of Mark…