Acta Scientiarum Naturalium Universitatis Pekinensis
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XU Jing, ZHENG Zhongguo
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许静, 郑忠国
Abstract: Authores have studied the structure of RG, which is the set of reversible edges of a dag(directed acyclic graph) G and present the sufficent and necessary condition to determine RG. This result can help to search the equivalent classes of a dag and be used in the learning of Bayesian Network.
Key words: directed acyclic graph, reversible edge, compelled edge, clique, v-structure, system of parent and children
摘要: 讨论了有向非循环图(dag)G的可反向边集合RG的结构,给出了判断RG的充分必要条件。这一结果将有助于设计算法搜索G中的等价类,在用得分等价原则学习贝叶斯网络结构时,可以进行局部得分,从而减少所需的数据量,提高效率。
关键词: 有向非循环图, 可反向边, 不可反向边, clique, v-结构, 父子结构
CLC Number:
O213
XU Jing,ZHENG Zhongguo. The Structure and Determination of the Set of Reversible Edges in a Directed Acyclic Graph[J]. Acta Scientiarum Naturalium Universitatis Pekinensis.
许静, 郑忠国. 有向非循环图的可反向边集合的结构与判定[J]. 北京大学学报(自然科学版).
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https://xbna.pku.edu.cn/EN/Y2003/V39/I1/6