Exploiting Experts' Knowledge for Structure Learning of Bayesian Networks

Hossein Amirkhani*, Mohammad Rahmati, Peter J. F. Lucas, Arjen Hommersom

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Original languageEnglish
Pages (from-to)2154-2170
Number of pages17
JournalIeee Transactions on Pattern Analysis and Machine Intelligence
Volume39
Issue number11
DOIs
Publication statusPublished - Nov 2017

Keywords

  • Bayesian networks
  • structure learning
  • experts' knowledge
  • experts' accuracy
  • marginalization-based score
  • PROBABILISTIC NETWORKS
  • EQUIVALENCE CLASSES
  • ALGORITHM
  • IDENTIFICATION
  • INFORMATION
  • MODEL

Cite this

Amirkhani, Hossein ; Rahmati, Mohammad ; Lucas, Peter J. F. ; Hommersom, Arjen. / Exploiting Experts' Knowledge for Structure Learning of Bayesian Networks. In: Ieee Transactions on Pattern Analysis and Machine Intelligence. 2017 ; Vol. 39, No. 11. pp. 2154-2170.
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title = "Exploiting Experts' Knowledge for Structure Learning of Bayesian Networks",
keywords = "Bayesian networks, structure learning, experts' knowledge, experts' accuracy, marginalization-based score, PROBABILISTIC NETWORKS, EQUIVALENCE CLASSES, ALGORITHM, IDENTIFICATION, INFORMATION, MODEL",
author = "Hossein Amirkhani and Mohammad Rahmati and Lucas, {Peter J. F.} and Arjen Hommersom",
year = "2017",
month = "11",
doi = "10.1109/TPAMI.2016.2636828",
language = "English",
volume = "39",
pages = "2154--2170",
journal = "Ieee Transactions on Pattern Analysis and Machine Intelligence",
issn = "0162-8828",
publisher = "IEEE COMPUTER SOC",
number = "11",

}

Exploiting Experts' Knowledge for Structure Learning of Bayesian Networks. / Amirkhani, Hossein; Rahmati, Mohammad; Lucas, Peter J. F.; Hommersom, Arjen.

In: Ieee Transactions on Pattern Analysis and Machine Intelligence, Vol. 39, No. 11, 11.2017, p. 2154-2170.

Research output: Contribution to journalArticleAcademicpeer-review

TY - JOUR

T1 - Exploiting Experts' Knowledge for Structure Learning of Bayesian Networks

AU - Amirkhani, Hossein

AU - Rahmati, Mohammad

AU - Lucas, Peter J. F.

AU - Hommersom, Arjen

PY - 2017/11

Y1 - 2017/11

KW - Bayesian networks

KW - structure learning

KW - experts' knowledge

KW - experts' accuracy

KW - marginalization-based score

KW - PROBABILISTIC NETWORKS

KW - EQUIVALENCE CLASSES

KW - ALGORITHM

KW - IDENTIFICATION

KW - INFORMATION

KW - MODEL

U2 - 10.1109/TPAMI.2016.2636828

DO - 10.1109/TPAMI.2016.2636828

M3 - Article

VL - 39

SP - 2154

EP - 2170

JO - Ieee Transactions on Pattern Analysis and Machine Intelligence

JF - Ieee Transactions on Pattern Analysis and Machine Intelligence

SN - 0162-8828

IS - 11

ER -