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- In machine learning, the X and Y sets are used in supervised learning algorithms1. X is a matrix of the features values, each column being one feature, and being known values. Each column of X is an independent variable. Y is a vector of the target values, being the values you want to try to predict. Y has only one column and is the dependent/target variable. A row in X and Y is one data sample2.
Learn more:✕This summary was generated using AI based on multiple online sources. To view the original source information, use the "Learn more" links.All supervised machine learning algorithms have an X and a Y. Our “X” set will compromise our independent variables, and a data frame or a matrix will usually represent this. Our “Y” set will have our dependent variable, again as either a data frame or a matrix. Supervised learning means we’re training algorithms using labeled data.enjoymachinelearning.com/blog/x-and-y-in-machin…X is a matrix of the features values, each column being one feature, and being known values. Each column of X is an independant variable. y is a vector of the target values, being the values you want to try to predict. y has only one column and is the dependant/target variable. A row in X anf y is one data sample.datascience.stackexchange.com/questions/105104… - People also ask
Machine learning of XY model on a spherical Fibonacci lattice
WEBSep 1, 2021 · We study the XY model on a spherical surface inspired by recently realized spherically confined atomic gases. Instead of a traditional latitude-longitude lattice, we introduce a much more homogeneous spherical lattice, the Fibonacci lattice, and use …
Condensed Matter - arXiv
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[2103.17244] XY Neural Net…
The classical XY model is a lattice model of statistical mechanics notable for its …
See results only from arxiv.org
WEBThe XY model on a spherical surface, inspired by recently realized atomic gases trapped in a spherical shell, is analyzed here. Instead of a traditional latitude-longitude lattice, we …
Physical Review Link Manager
WEBHow does the XY model behave on a spherical Fibonacci lattice, a quasiperiodic structure with nonuniform site distribution and coordination number? This paper applies machine …
Neural network architectures based on the classical XY model
WEBNov 30, 2021 · Classical XY model is a lattice model of statistical mechanics notable for its universality in the rich hierarchy of the optical, laser, and condensed matter systems. We …
- Author: Nikita Stroev, Natalia G. Berloff, Natalia G. Berloff
- Publish Year: 2021
WEBThe XY Model. The 2D classical XY model on a square lattice is described by the Hamiltonian. H = −J X si · sj = −J X cos(θi − θj) <i,j> <i,j> (1) where J is the interaction …
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[2103.17244] XY Neural Networks - arXiv.org
WEBMar 31, 2021 · The classical XY model is a lattice model of statistical mechanics notable for its universality in the rich hierarchy of the optical, laser and condensed matter systems. …
Machine learning of XY model on a spherical …
WEBSep 1, 2021 · We study the XY model on a spherical surface by using Monte Carlo simulations and machine learning methods. Instead of a traditional latitude-longitude lattice, we consider a much more...
WEBWe study the XY model on a spherical surface by using Monte Carlo simulations and machine learning methods. Instead of a traditional latitude-longitude lattice, we …
Machine learning of the X Y model on a spherical …
WEBApr 1, 2022 · The XY model on a spherical surface, inspired by recently realized atomic gases trapped in a spherical shell, is analyzed here. Instead of a traditional latitude-longitude lattice, we introduce...
Machine learning of XY model on a spherical Fibonacci lattice
WEBAbstract. We study the XY model on a spherical surface inspired by recently realized spherically confined atomic gases. Instead of a traditional latitude-longitude lattice, we …
Introduction to the XY Model - Machine Learning | Topological …
WEBJun 7, 2019 · In this post, we’ll go into a little more detail about the XY-model, and how it ties in with machine learning. The XY model is a simple model to describe. First, picture …
WEBJan 25, 2018 · In this paper, we apply several supervised machine learning strategies to the task of identifying the KT transition in the two-dimensional XY model.
XY Neural Networks | DeepAI
WEBMar 31, 2021 · The classical XY model is a lattice model of statistical mechanics notable for its universality in the rich hierarchy of the optical, laser and condensed matter systems. …
WEBMar 29, 2019 · In this paper, we apply machine learning methods to study phase transitions in certain statistical mechanical models on the two dimensional lattices, whose …
WEBApr 1, 2021 · The classical XY model is a lattice model of statistical mechanics notable for its universality in the rich hierarchy of the optical, laser and condensed matter systems. …
Machine learning of XY model on a spherical Fibonacci lattice
WEBSep 1, 2021 · We study the XY model on a spherical surface by using Monte Carlo simulations and machine learning methods. Instead of a traditional latitude-longitude …
Monte Carlo Simulation of XY Model with Python - Shiling Liang
WEBJun 8, 2017 · What’s it? A python program used for Monte Carlo simulation (Metropolis algorithm) of XY model. What are the outputs? equilibrium spin configuration in differnet …
Machine learning of XY model on a spherical Fibonacci lattice
WEBSep 1, 2021 · We study the XY model on a spherical surface inspired by recently realized spherically confined atomic gases. Instead of a traditional latitude-longitude lattice, we …
Machine-Learning Studies on Spin Models | Scientific Reports
WEBFeb 7, 2020 · By studying the 2D clock model, which is a discrete version of the XY model, we classify the paramagnetic-BKT-ferromagnetic transitions through machine learning.
Machine learning of phase transitions in the percolation and …
WEBMar 29, 2019 · In this paper, we apply machine learning methods to study phase transitions in certain statistical mechanical models on the two-dimensional lattices, …
Machine learning of XY model on a spherical Fibonacci lattice
WEBWe study the XY model on a spherical surface inspired by recently realized spherically confined atomic gases. Instead of a traditional latitude-longitude lattice, we introduce a …
WEBThe XY Model. Abstract The XY Model is another linear chain of spin-1/2 atoms but with a differ-ent type of exchange interaction in which only the x-components and y …
Machine learning of phase transitions in the percolation and XY …
WEBApr 8, 2018 · In this paper, we apply machine learning methods to study phase transitions in certain statistical mechanical models on the two dimensional lattices, whose …
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