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Graphical Models, Exponential Families, and Variational Inference

Bag om Graphical Models, Exponential Families, and Variational Inference

Working with exponential family representations, and exploiting the conjugate duality between the cumulant function and the entropy for exponential families, this book develops general variational representations of the problems of computing likelihoods, marginal probabilities and most probable configurations.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9781601981844
  • Indbinding:
  • Paperback
  • Sideantal:
  • 324
  • Udgivet:
  • 15. december 2008
  • Størrelse:
  • 234x157x20 mm.
  • Vægt:
  • 548 g.
  • 8-11 hverdage.
  • 6. december 2024

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Working with exponential family representations, and exploiting the conjugate duality between the cumulant function and the entropy for exponential families, this book develops general variational representations of the problems of computing likelihoods, marginal probabilities and most probable configurations.

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