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Effective and efficient structure learning with pruning and model averaging strategies

  • Published:2022-12 Issue: Volume:151 Page:292-321
  • ISSN:0888-613X
  • Container-title:International Journal of Approximate Reasoning
  • language:en
  • Short-container-title:International Journal of Approximate Reasoning

Author:

Constantinou Anthony C.ORCID,Liu Yang,Kitson Neville K.ORCID,Chobtham Kiattikun,Guo Zhigao

Publisher

Elsevier BV

Subject

Applied Mathematics,Artificial Intelligence,Theoretical Computer Science,Software

Reference29 articles.

1. Properties of Bayesian belief network learning algorithms;Bouckaert,1994

2. Bayesian belief networks: from construction to inference;Bouchaert,1995

3. Tetrad Manual,2020

4. Finding the k-best equivalence classes of Bayesian network structures for model averaging;Chen,2014

5. Learning equivalence classes of Bayesian-network structures;Chickering;J. Mach. Learn. Res.,2002

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3. Open problems in causal structure learning: A case study of COVID-19 in the UK;Expert Systems with Applications;2023-12

4. Incorporating Path Constraints into Bayesian network under the Sparse Parent Graph;2023 International Conference on Cyber-Physical Social Intelligence (ICCSI);2023-10-20

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