Results 51 to 60 of about 24,146,027 (328)
Super-resolving the Ising model with convolutional neural networks [PDF]
Machine learning is becoming widely used in condensed matter physics. Inspired by the concept of image super-resolution, we propose a method to increase the size of lattice spin configurations using deep convolutional neural networks.
Stavros Efthymiou, M. Beach, R. Melko
semanticscholar +1 more source
The Ising spin glass is a one-parameter exponential family model for binary data with quadratic sufficient statistic. In this paper, we show that given a single realization from this model, the maximum pseudolikelihood estimate (MPLE) of the natural parameter is $\sqrt {a_N}$-consistent at a point whenever the log-partition function has order $a_N$ in ...
Bhattacharya, Bhaswar B. +1 more
openaire +3 more sources
Topological dualities in the Ising model [PDF]
Author(s): Freed, Daniel S; Teleman, Constantin | Abstract: We relate two classical dualities in low-dimensional quantum field theory: Kramers-Wannier duality of the Ising and related lattice models in $2$ dimensions, with electromagnetic duality for ...
D. Freed, C. Teleman
semanticscholar +1 more source
Sampling of thermodynamic systems with neural network surrogates
Traditional sampling methods such as the Monte Carlo method are computationally expensive and not feasible for studying large and complex systems. These methods are essential for developing new materials, optimizing chemical reactions, and understanding ...
Yahaya Ibrahim
doaj +1 more source
Interpreting the Ising Model: The Input Matters [PDF]
The Ising model is a model for pairwise interactions between binary variables that has become popular in the psychological sciences. It has been first introduced as a theoretical model for the alignment between positive (1) and negative (−1) atom spins ...
Jonas M. B. Haslbeck +3 more
semanticscholar +1 more source
Determination of paramagnetic and ferromagnetic phases of an Ising model on a third-order Cayley tree [PDF]
In this present paper, the recurrence equations of an Ising model with three coupling constants on a third-order Cayley tree are obtained. Paramagnetic and ferromagnetic phases associated with the Ising model are characterized.
H. Akιn
doaj +1 more source
PLANAR ISING MODEL AT CRITICALITY: STATE-OF-THE-ART AND PERSPECTIVES [PDF]
In this essay, we briefly discuss recent developments, started a decade ago in the seminal work of Smirnov and continued by a number of authors, centered around the conformal invariance of the critical planar Ising model on $\mathbb{Z}^2$ and, more ...
Dmitry Chelkak
semanticscholar +1 more source
Global quantum correlations in finite-size spin chains
We perform an extensive study of the properties of global quantum correlations in finite-size one-dimensional quantum spin models at finite temperature. By adopting a recently proposed measure for global quantum correlations (Rulli and Sarandy 2011 Phys.
S Campbell +6 more
doaj +1 more source
This chapter provides a general introduction of network modeling in psychometrics. The chapter starts with an introduction to the statistical model formulation of pairwise Markov random fields (PMRF), followed by an introduction of the PMRF suitable for ...
Aggen +80 more
core +1 more source
An Ising Model for Metal-Organic Frameworks [PDF]
We present a three-dimensional Ising model where lines of equal spins are frozen in such that they form an ordered framework structure. The frame spins impose an external field on the rest of the spins (active spins).
Horbach, Jürgen +3 more
core +3 more sources

