[1] 邸若海,高晓光,郭志高.小数据集BN建模方法及其在威胁评估中的应用[J].电子学报,2016,44(6):1505-1511. DI Ruo-hai,GAO Xiao-guang,GUO Zhi-gao.The modeling method with Bayesian networks and its application in the threat assessment under small data sets[J].Acta Electronica Sinica,2016,44(6):1505-1511.(in Chinese)
[2] CHICKERING DM,HECKERMAN D,MEEK C.Large-sample learning of Bayesian networks is NP-hard[J].Journal of Machine Learning Research,2004,5(10):1287-1330.
[3] 朱明敏,刘三阳,杨有龙.基于混合方式的贝叶斯网络等价类学习算法[J].电子学报,2013,41(1):98-104. ZHU Ming-min,LIU San-yang,YANG You-long.Structural learning Bayesian network equivalence classes based on a hybrid method[J].Acta Electronica Sinica,2013,41(1):98-104.(in Chinese)
[4] KOIVISTO M,SOOD K.Exact Bayesian structure discovery in Bayesian networks[J].Journal of Machine Learning Research,2004,5(5):549-573.
[5] SINGH A,MOORE A.Finding optimal Bayesian networks by dynamic programming[R].Pittsburgh:Carnegie Mellon University,2005.
[6] SILANDER T,MYLLYMAKI P.A simple approach for finding the globally optimal Bayesian network structure[A].Proceedings of the 22nd Conference on Uncertainty in Artificial Intelligence[C].Arlington:AUAI Press,2006.445-452.
[7] MALONE B,Yuan C.Memory-efficient dynamic programming for learning optimal Bayesian networks[A].Proceedings of 25th AAAI Conference on Artificial Intelligence[C].Palo Alto:AAAI Press,2011.1057-1062.
[8] YUAN C,MALONE B.Learning optimal Bayesian networks:a shortest path perspective[J].Journal of Artificial Intelligence Research,2013,48(1):23-65.
[9] MALONE B,YUAN C.Evaluating anytime algorithms for learning optimal Bayesian networks[A].Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence[C].Corvallis:AUAI Press,2013.381-390.
[10] BARTLETT M,CUSSENS J.Integer linear programming for the Bayesian network structure learning problem[J].Artificial Intelligence,2017,244(244):258-271.
[11] CHICKERING DM.A transformational characterization of equivalent Bayesian network structures[A].Proceedings of the 11th Conference on Uncertainty in Artificial Intelligence[C].San Francisco:Morgan Kaufmann,1995.87-98.
[12] TSAMARDINOS I,ALIFERIS C F.Algorithms for large scale Markov blanket discovery[A].Proceedings of the 16th International FLAIRS Conference[C].Palo Alto:AAAI Press,2003.376-381. |