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
Volume141
Pages (from-to)62-76
Number of pages15
ISSN0167-9473
DOIs
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

Cite this

Pensar, Johan ; Xu, Yingying ; Puranen, Santeri ; Pesonen, Maiju ; Kabashima, Yoshiyuki ; Corander, Jukka. / High-dimensional structure learning of binary pairwise Markov networks: A comparative numerical study. In: Computational Statistics & Data Analysis. 2020 ; Vol. 141. pp. 62-76.
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title = "High-dimensional structure learning of binary pairwise Markov networks: A comparative numerical study",
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author = "Johan Pensar and Yingying Xu and Santeri Puranen and Maiju Pesonen and Yoshiyuki Kabashima and Jukka Corander",
year = "2020",
month = "1",
doi = "10.1016/j.csda.2019.06.012",
language = "English",
volume = "141",
pages = "62--76",
journal = "Computational Statistics & Data Analysis",
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publisher = "Elsevier B. V.",

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High-dimensional structure learning of binary pairwise Markov networks: A comparative numerical study. / Pensar, Johan; Xu, Yingying; Puranen, Santeri; Pesonen, Maiju; Kabashima, Yoshiyuki; Corander, Jukka.

In: Computational Statistics & Data Analysis, Vol. 141, 01.2020, p. 62-76.

Research output: Contribution to journalArticleScientificpeer-review

TY - JOUR

T1 - High-dimensional structure learning of binary pairwise Markov networks: A comparative numerical study

AU - Pensar, Johan

AU - Xu, Yingying

AU - Puranen, Santeri

AU - Pesonen, Maiju

AU - Kabashima, Yoshiyuki

AU - Corander, Jukka

PY - 2020/1

Y1 - 2020/1

KW - Markov network

KW - Ising model

KW - Structure learning

KW - Mutual information

KW - Pseudo-likelihood

KW - Gibbs sampler

KW - 113 Computer and information sciences

KW - 112 Statistics and probability

U2 - 10.1016/j.csda.2019.06.012

DO - 10.1016/j.csda.2019.06.012

M3 - Article

VL - 141

SP - 62

EP - 76

JO - Computational Statistics & Data Analysis

JF - Computational Statistics & Data Analysis

SN - 0167-9473

ER -