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Copula methods for modeling pair densities in density functional theory.

Geneviève Dusson1, Claudia Klüppelberg2, Gero Friesecke2

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We introduce a novel statistical method using copula theory to approximate pair densities from single-particle densities. This approach accurately models systems from equilibrium to dissociation.

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Area of Science:

  • Quantum chemistry
  • Statistical mechanics
  • Computational physics

Background:

  • Accurately determining pair densities is crucial for understanding many-body systems.
  • Existing methods often struggle with complex interactions and dissociation processes.
  • Copula theory offers a promising framework for relating marginal and joint probability distributions.

Purpose of the Study:

  • To develop a new method for approximating the density-to-pair-density map using copula theory.
  • To extend copula theory to multi-dimensional marginals for broader applicability.
  • To provide accurate approximations of the copula for dissociating systems.

Main Methods:

  • Extension of copula theory to multi-dimensional marginals.
  • Derivation of analytical formulas for the exact copula in scaling limits.
  • Numerical computation of the copula for 1D systems with 2-4 particles.
  • Development of approximations for two-particle systems across equilibrium and dissociation.

Main Results:

  • Demonstrated that any pair density can be described by the single-particle density and a copula.
  • Derived exact copula formulas applicable in scaling limits.
  • Successfully computed copulas for dissociating 1D systems.
  • Proposed accurate copula approximations for two-particle systems.

Conclusions:

  • The proposed copula-based approach provides a powerful tool for approximating pair densities.
  • This method offers a unified framework applicable from equilibrium to dissociation.
  • The findings have implications for quantum chemistry and statistical mechanics calculations.