A stochastic root finding approach: The Homotopy Analysis Method applied to Dyson-Schwinger Equations
arXiv:1701.02680 · doi:10.1088/1367-2630/aa631f
Abstract
We present the construction and stochastic summation of rooted-tree diagrams, based on the expansion of a root finding algorithm applied to the Dyson-Schwinger equations (DSEs). The mathematical formulation shows superior convergence properties compared to the bold diagrammatic Monte Carlo approach and the developed algorithm allows one to tackle generic high-dimensional integral equations, to avoid the curse of dealing explicitly with high-dimensional objects and to access non-perturbative regimes. The sign problem remains the limiting factor, but it is not found to be worse than in other approaches. We illustrate the method for theory but note that it applies in principle to any model.
arXiv comment15 pages, 18 figures, 1 table
References in corpus (37)
- Continuous-time Monte Carlo methods for quantum impurity models
- Non-Perturbative Renormalization Flow in Quantum Field Theory and Statistical Physics
- Computational complexity and fundamental limitations to fermionic quantum Monte Carlo simulations
- The Infrared Behavior of QCD Green's Functions - Confinement, Dynamical Symmetry Breaking, and Hadrons as Relativistic Bound States
- Functional renormalization group approach to correlated fermion systems
- Worm algorithms for classical statistical models
- Fermi-Polaron: Diagrammatic Monte Carlo for Divergent Sign-Alternating Series
- Spin 1/2 Fermions in the Unitary Regime: A Superfluid of a New Type
- Correlation Effects in Quantum Spin-Hall Insulators: A Quantum Monte Carlo Study
- Critical Temperature and Thermodynamics of Attractive Fermions at Unitarity
- Feynman diagrams versus Fermi-gas Feynman emulator
- Suppression of the critical temperature for superfluidity near the Mott transition: validating a quantum simulator
- Particle-hole symmetry and interaction effects in the Kane-Mele-Hubbard model
- Non-existence of the Luttinger-Ward functional and misleading convergence of skeleton diagrammatic series for Hubbard-like models
- Bold Diagrammatic Monte Carlo: When Sign Problem is Welcome
- Superfluidity of Grain Boundaries in Solid Helium-4
- Gluonic three-point correlations in pure Landau gauge QCD
- The fate of vacancy-induced supersolidity in 4He
- Monte Carlo methods for the nuclear shell model
- Recent developments in Quantum Monte-Carlo simulations with applications for cold gases
- The Higgs mode in a two-dimensional superfluid
- The Heavy Quark Potential from Wilson's Exact Renormalization Group
- Emergent BCS regime of the two-dimensional fermionic Hubbard model: ground-state phase diagram
- A simple fermionic model of deconfined phases and phase transitions
- Bold Diagrammatic Monte Carlo Method Applied to Fermionized Frustrated Spins
- Spin-Ice State of the Quantum Heisenberg Antiferromagnet on the Pyrochlore Lattice
- Diagrammatic Monte Carlo for Dual Fermions
- Diagrammatic Monte Carlo study of the Fermi polaron in two dimensions
- Correlation functions of three-dimensional Yang-Mills theory from Dyson-Schwinger equations
- Stability of Dirac Liquids with Strong Coulomb Interaction
- Diagrammatic Monte Carlo study of mass-imbalanced Fermi-polaron system
- Diagrammatic Monte Carlo study of quasi-two-dimensional Fermi-polarons
- Coulomb and electron-phonon interactions in metals
- p-wave Superfluidity by Spin-Nematic Fermi Surface Deformation
- A method for resummation of perturbative series based on the stochastic solution of Schwinger-Dyson equations
- Recursive Graphical Solution of Closed Schwinger-Dyson Equations in phi^4-Theory -- Part1: Generation of Connected and One-Particle Irreducible Feynman Diagrams
- Grassmannization of classical models
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