A Chow-Liu tree is an efficient method for constructing a second-order product approximation of a joint distribution, first described in a paper by Chow & Liu (1968). The goals of such a decomposition, as with such Bayesian networks in general, may be either data compression or inference.

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dbpprop:abstract
  • A Chow-Liu tree is an efficient method for constructing a second-order product approximation of a joint distribution, first described in a paper by Chow & Liu (1968). The goals of such a decomposition, as with such Bayesian networks in general, may be either data compression or inference.
dbpprop:chapter
  • An Accelerated Chow and Liu Algorithm: Fitting Tree Distributions to High-Dimensional Sparse Data
  • Approximating discrete probability distributions with Bayesian networks
dbpprop:given
  • C. K.
  • C. N.
  • Jon
  • Judea
  • Marina
  • T.
dbpprop:harvProperty
  • Huang
  • King
  • Williamson
  • 2000 (xsd:integer)
  • 2002 (xsd:integer)
dbpprop:harvtxtProperty
  • Chow
  • Liu
  • Meilă
  • Pearl
  • Wagner
  • 1968 (xsd:integer)
  • 1973 (xsd:integer)
  • 1988 (xsd:integer)
  • 1999 (xsd:integer)
dbpprop:hasPhotoCollection
dbpprop:issue
  • 3 (xsd:integer)
dbpprop:journal
  • IEEE Transactions on Information Theory
dbpprop:page
  • 369-371
  • 462-467
dbpprop:pages
  • 16-20
  • 249-257
dbpprop:place
dbpprop:publisher
  • Morgan Kaufman
  • Morgan Kaufmann
dbpprop:surname
  • Chow
  • Liu
  • Meilă
  • Pearl
  • Wagner
  • Williamson
dbpprop:title
  • Approximating discrete probability distributions with dependence trees
  • Consistency of an estimate of tree-dependent probability distribution
  • Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
  • Proceedings of the International Conference on Artificial Intelligence in Science and Technology
  • Proceedings of the Sixteenth International Conference on Machine Learning
dbpprop:volume
  • IT-14
  • IT-19
dbpprop:wikiPageUsesTemplate
dbpprop:year
  • 1968 (xsd:integer)
  • 1973 (xsd:integer)
  • 1988 (xsd:integer)
  • 1999 (xsd:integer)
  • 2000 (xsd:integer)
rdfs:comment
  • A Chow-Liu tree is an efficient method for constructing a second-order product approximation of a joint distribution, first described in a paper by Chow & Liu (1968). The goals of such a decomposition, as with such Bayesian networks in general, may be either data compression or inference.
rdfs:label
  • Chow-Liu tree
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