Labeled directed acyclic graphs

a generalization of context-specific independence in directed graphical models

Johan Pensar, Henrik Nyman, Timo Koski, Jukka Corander

Research output: Contribution to journalArticleScientificpeer-review

Original languageEnglish
JournalData Mining and Knowledge Discovery
Volume29
Issue number2
Pages (from-to)503-533
Number of pages31
ISSN1384-5810
DOIs
Publication statusPublished - Mar 2015
MoE publication typeA1 Journal article-refereed

Fields of Science

  • Directed acyclic graph
  • Graphical model
  • Context-specific independence
  • Bayesian model learning
  • Markov chain Monte Carlo
  • PROBABILISTIC INFERENCE
  • CONTINGENCY-TABLES
  • NETWORKS
  • KNOWLEDGE
  • MCMC
  • 113 Computer and information sciences
  • 111 Mathematics

Cite this

@article{7260fcc61ff24f1eae2936b68d6332a2,
title = "Labeled directed acyclic graphs: a generalization of context-specific independence in directed graphical models",
keywords = "Directed acyclic graph, Graphical model, Context-specific independence, Bayesian model learning, Markov chain Monte Carlo, PROBABILISTIC INFERENCE, CONTINGENCY-TABLES, NETWORKS, KNOWLEDGE, MCMC, 113 Computer and information sciences, 111 Mathematics",
author = "Johan Pensar and Henrik Nyman and Timo Koski and Jukka Corander",
year = "2015",
month = "3",
doi = "10.1007/s10618-014-0355-0",
language = "English",
volume = "29",
pages = "503--533",
journal = "Data Mining and Knowledge Discovery",
issn = "1384-5810",
publisher = "Springer",
number = "2",

}

Labeled directed acyclic graphs : a generalization of context-specific independence in directed graphical models. / Pensar, Johan; Nyman, Henrik; Koski, Timo; Corander, Jukka.

In: Data Mining and Knowledge Discovery, Vol. 29, No. 2, 03.2015, p. 503-533.

Research output: Contribution to journalArticleScientificpeer-review

TY - JOUR

T1 - Labeled directed acyclic graphs

T2 - a generalization of context-specific independence in directed graphical models

AU - Pensar, Johan

AU - Nyman, Henrik

AU - Koski, Timo

AU - Corander, Jukka

PY - 2015/3

Y1 - 2015/3

KW - Directed acyclic graph

KW - Graphical model

KW - Context-specific independence

KW - Bayesian model learning

KW - Markov chain Monte Carlo

KW - PROBABILISTIC INFERENCE

KW - CONTINGENCY-TABLES

KW - NETWORKS

KW - KNOWLEDGE

KW - MCMC

KW - 113 Computer and information sciences

KW - 111 Mathematics

U2 - 10.1007/s10618-014-0355-0

DO - 10.1007/s10618-014-0355-0

M3 - Article

VL - 29

SP - 503

EP - 533

JO - Data Mining and Knowledge Discovery

JF - Data Mining and Knowledge Discovery

SN - 1384-5810

IS - 2

ER -