A unified approach to estimation and control of the false discovery rate in bayesian network skeleton identification

ESANN 2011 proceedings, 19th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning

Volumn , Issue , 2010, Pages 303-308

  Armen, Angelos P ^a   Tsamardinos, Ioannis ^b  

^a UNIVERSITY OF CRETE   (Greece)

^b INSTITUTE OF COMPUTER SCIENCE   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

CONSTRAINT-BASED; FALSE DISCOVERY RATE; FALSE POSITIVE RATES; STRUCTURE LEARNING ALGORITHM; UNIFIED APPROACH;

BAYESIAN NETWORKS; ESTIMATION; LEARNING ALGORITHMS; MUSCULOSKELETAL SYSTEM; NEURAL NETWORKS;

IDENTIFICATION (CONTROL SYSTEMS);

EID: 84887085341     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. I. Tsamardinos and L. E. Brown. Bounding the false discovery rate in local bayesian network learning. In Proceedings of the 23rd AAAI Conference on Artificial Intelligence, volume 2, pages 1100-1105. AAAI Press, 2008.
2. J. Li and Z. J. Wang. Controlling the false discovery rate of the association/causality structure learned with the pc algorithm. J. Mach. Learn. Res., 10:475-514, 2009.
3. J.D. Storey, J.E. Taylor, and D. Siegmund. Strong control, conservative point estimation and simultaneous conservative consistency of false discovery rates: a unified approach. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 66(1):187-205, 2004.
4. R.E. Neapolitan. Learning bayesian networks. Pearson Prentice Hall Upper Saddle River, NJ, 2004.
5. I. Tsamardinos, L. E. Brown, and C. F. Aliferis. The max-min hill-climbing bayesian network structure learning algorithm. Machine Learning Journal, 65:31-78, 2006.
6. Y. Benjamini and Y. Hochberg. Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society. Series B (Methodological), 57(1):pp. 289-300, 1995.
7. Y. Benjamini and D. Yekutieli. The control of the false discovery rate in multiple testing under dependency. Annals of statistics, pages 1165-1188, 2001.
8. J.D. Storey. A direct approach to false discovery rates. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 64(3):479-498, 2002.
9. J.D. Storey and R. Tibshirani. Estimating the positive false discovery rate under dependence, with applications to DNA microarrays. 2001.