摘要
条件偏好网(CP-nets)是一种表示定性条件偏好关系的语言.针对目前CP-nets的图形表示方法难以实现运算的特点提出一种二值无环CP-nets的代数表示方法.该方法将CP-nets组织成邻接链表的形式,纵向存储CP-nets拓扑排序的序列,其结点域以命题逻辑的主析取范式来表示二值CP-nets的条件偏好表.横向存储各个顶点的父亲集,它对应决策属性的条件集.随后基于CP-nets的代数表示方法,研究二值无环CP-nets上的直接模型和间接模型的求取算法.实验结果表明,CP-nets不仅能用直观的图形来表示,也可用紧凑的代数方法来表示.
Conditional preference networks (CP-nets)is a popular language which represents qualitative conditional preference relation. Aiming at the problem that graphical representation is not enough to fulfill operations on CP-nets, an algebraic representation of CP-nets is offered with the well-known adjacent list approach. In the approach, vertical nodes are organized organized by topological order, and horizontal nodes are by their parents. Particularly, conditional preference table of nodes are represented by main disjunctive normal form of proposition logic. A direct model solving algorithm is devised later, and an indirect model solving algorithm is gotten based on relation operation on direct model. In short, the representation approach reveals that CP-nets can be not only represented by simple and intuitive graphical approach, but also represented by compacted algebraic approach.
出处
《模式识别与人工智能》
EI
CSCD
北大核心
2011年第6期725-732,共8页
Pattern Recognition and Artificial Intelligence
基金
国家自然科学基金资助项目(No.61070118
60970105)
关键词
二值无环条件偏好网
邻接链表
主析取范式
直接和间接模型
紧凑的代数方法
Binary-Valued Acyclic Conditional Normal Form, Direct and Indirect Preference Networks, Adjacency List, Main Disjunctive Model, Compacted Algebraic Approach.