Constructing the Bayesian network structure from dependencies implied in multiple relational schemas

Expert Systems with Applications - Tập 38 - Trang 7123-7134 - 2011
Wei-Yi Liu1, Kun Yue1, Wei-Hua Li1
1Department of Computer Science and Engineering, School of Information Science and Engineering, Yunnan University, Kunming 650091, PR China

Tài liệu tham khảo

Aho, 1974

Beeri, 1983, On the desirability of acyclic database schemas, Journal of the ACM, 30, 479, 10.1145/2402.322389

Buntine, 1996, A guide to the literature on learning probabilistic networks from data, IEEE Transactions on Knowledge and Data Engineering, 8, 195, 10.1109/69.494161

Lan, 1994, Learning Bayesian belief networks – An approach based on the MDL principle, Computational Intelligence, 10, 269

Liao, 2006, Functional-dependencies-based Bayesian networks learning method and its application in a mobile commerce system, IEEE Transactions on Systems, Man, and Cybernetics – Part B: Cybernetics, 36, 660, 10.1109/TSMCB.2005.862492

Maier, 1983

Pearl, 1988

Sacca, 1985, Closures of database hypergraphs, Journal of ACM, 32, 774, 10.1145/4221.4997

Sciore, 1981, Real-world MVDs, 121

Wong, 1997, An extended relational data model for probabilistic reasoning, Journal of Intelligent Information Systems, 9, 181, 10.1023/A:1008603515938

Wong, 2001, Constructing the dependency structure of a multiagent probabilistic network, IEEE Transactions on Knowledge and Data Engineering, 13, 395, 10.1109/69.929898

Wong, 2000, On the implication problem for probabilistic conditional independence, IEEE Transactions on System, Man, and Cybernetics – Part A: Systems, 30, 785, 10.1109/3468.895901

Wong, 1998, Automated database schema design using mined data dependencies, Journal of the American Society for Information Science, 49, 455, 10.1002/(SICI)1097-4571(19980415)49:5<455::AID-ASI7>3.0.CO;2-M

Wong, 1999, Using evolutionary programming and minimum description length principle for data mining of Bayesian networks, IEEE Transactions on Pattern Analysis and Machine Intelligence, 21, 174, 10.1109/34.748825

Wong, 2004, An efficient data mining method for learning Bayesian networks using an evolutionary algorithm-based hybrid approach, IEEE Transactions on Evolutionary Computation, 8, 378, 10.1109/TEVC.2004.830334

Yao, 2005, Causal discovery, Vol. 25, 945

Yin, 2006, Efficient classification across multiple database relations: A crossmine approach, IEEE Transactions on Knowledge and Data Engineering, 18, 770, 10.1109/TKDE.2006.94