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Arxiv

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Image Credit: Arxiv

Structure Learning in Gaussian Graphical Models from Glauber Dynamics

  • Gaussian graphical model selection is addressed under observations from the Glauber dynamics.
  • The Gibbs sampler, a Markov chain, is used to update variables in the model.
  • The proposed algorithm for structure learning in Gaussian graphical models under Glauber dynamics is introduced.
  • The algorithm shows good computational and statistical performance and is nearly minimax optimal for various problems.

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