Entropy-based pruning for learning Bayesian networks using BIC
Tài liệu tham khảo
Pearl, 1988
Chickering, 2014, Large-sample learning of Bayesian networks is NP-hard, J. Mach. Learn. Res., 5, 1287
Heckerman, 1995, Learning Bayesian networks: the combination of knowledge and statistical data, Mach. Learn., 20, 197, 10.1007/BF00994016
Koivisto, 2006, Parent assignment is hard for the MDL, AIC, and NML costs, 289
Cooper, 1992, A Bayesian method for the induction of probabilistic networks from data, Mach. Learn., 9, 309, 10.1007/BF00994110
Schwarz, 1978, Estimating the dimension of a model, Ann. Stat., 6, 461, 10.1214/aos/1176344136
de Campos, 2011, Efficient structure learning of Bayesian networks using constraints, J. Mach. Learn. Res., 12, 663
Bartlett, 2017, Integer linear programming for the Bayesian network structure learning problem, Artif. Intell., 24, 258, 10.1016/j.artint.2015.03.003
Teyssier, 2005, Ordering-based search: a simple and effective algorithm for learning Bayesian networks, 584
de Campos, 2009, Structure learning of Bayesian networks using constraints, 113
Lichman
Tian, 2000, A branch-and-bound algorithm for MDL learning Bayesian networks, 580
de Campos, 2010, Properties of Bayesian Dirichlet score to learn Bayesian network structures, 431