523
Views
2
CrossRef citations to date
0
Altmetric
Original Articles

A Novel Method for Aggregation of Bayesian Networks without Considering an Ancestral Ordering

&

References

  • Abramson, B., J. Brown, W. Edwards, A. Murphy, and R. L. Winkler. 1996. Hailfinder: A Bayesian system for forecasting severe weather. International Journal of Forecasting 12 (1):57–71. doi:10.1016/0169-2070(95)00664-8.
  • Baesens, B., M. Egmont-Petersen, R. Castelo, and J. Vanthienen (2002). Learning bayesian network classifiers for credit scoring using markov chain monte carlo search. In Pattern Recognition, 2002. Proceedings. 16th International Conference on (Vol. 3, pp. 49-52). IEEE.
  • Beinlich, I. A., H. J. Suermondt, R. M. Chavez, and G. F. Cooper. 1989. The ALARM monitoring system: A case study with two probabilistic inference techniques for belief networks, In Second European Conference on Artificial Intelligence in Medicine, pp. 247–56. Springer Berlin Heidelberg.
  • Binder, J., D. Koller, S. Russell, and K. Kanazawa. 1997. Adaptive probabilistic networks with hidden variables. Machine Learning 29 (2–3):213–44. doi:10.1023/A:1007421730016.
  • Chickering, D. M. 2002. Learning equivalence classes of Bayesian-network structures. Journal of Machine Learning Research 2 (Feb):445–98.
  • Del Sagrado, J., and S. Moral. 2003. Qualitative combination of Bayesian networks. International Journal of Intelligent Systems 18 (2):237–49. doi:10.1002/(ISSN)1098-111X.
  • Feng, G., J. D. Zhang, and S. S. Liao. 2014. A novel method for combining Bayesian networks, theoretical analysis, and its applications. Pattern Recognition 47 (5):2057–69. doi:10.1016/j.patcog.2013.12.005.
  • Ispolatov, I., and S. Maslov. 2008. Detection of the dominant direction of information flow and feedback links in densely interconnected regulatory networks. BMC Bioinformatics 9.1:1.
  • Karp, R. M. 1972. Reducibility among combinatorial problems. In Complexity of Computer Computations. The IBM Research Symposia Series. Eds., Miller R.E., Thatcher J.W., Bohlinger J.D., 85–103. Boston, MA: Springer.
  • Lauritzen, S. L., and D. J. Spiegelhalter. 1988. Local computations with probabilities on graphical structures and their application to expert systems. Journal of the Royal Statistical Society. Series B (Methodological) 157–224.
  • Li, W., W. Liu, and K. Yue. 2008. Recovering the global structure from multiple local Bayesian networks. International Journal on Artificial Intelligence Tools 17 (06):1067–88. doi:10.1142/S0218213008004308.
  • Liu, W. Y., and N. Song. 2001. The fuzzy association degree in semantic data models. Fuzzy Sets and Systems 117 (2):203–08. doi:10.1016/S0165-0114(98)00334-0.
  • Neufeld, E. 1993. Pearl Judea. probabilistic reasoning in intelligent systems: Networks of plausible inference. Series in representation and reasoning. Morgan Kaufmann, San Mateo 1988, xix+ 552 pp. The Journal of Symbolic Logic 58 (02):721–721. doi:10.2307/2275238.
  • Pennock, D. M., and M. P. Wellman (1999). Graphical representations of consensus belief. In Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence (pp. 531–40). Morgan Kaufmann Publishers Inc.
  • Tsamardinos, I., L. E. Brown, and C. F. Aliferis. 2006. The max-min hill-climbing Bayesian network structure learning algorithm. Machine Learning 65 (1):31–78. doi:10.1007/s10994-006-6889-7.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.