High-dimensional structure learning of binary pairwise Markov networks: A comparative numerical study

Johan Pensar, Yingying Xu, Santeri Puranen, Maiju Pesonen, Yoshiyuki Kabashima, Jukka Corander

Research output: Contribution to journalArticleScientificpeer-review

Original languageEnglish
JournalComputational Statistics & Data Analysis
Pages (from-to)62-76
Number of pages15
Publication statusPublished - Jan 2020
MoE publication typeA1 Journal article-refereed

Fields of Science

  • Markov network
  • Ising model
  • Structure learning
  • Mutual information
  • Pseudo-likelihood
  • Gibbs sampler
  • 113 Computer and information sciences
  • 112 Statistics and probability

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