Title :
Reasoning about ceteris paribus preference with constraint hierarchy framework
Author :
Zhang, Yong-Gang ; Sun, Ji-gui
Author_Institution :
Coll. of Comput. Sci. & Technol., Jilin Univ., Changchun, China
Abstract :
CP-networks provide a convenient means for expressing preferences in reasoning, but it is not good at handling preferences with hard constraints. The paper proposes a new approach, which transforms the CP-network with hard constraints into one constraint hierarchy, therefore one could process preferences and constraints in a single formalism with fruitful constraint solving algorithms. Furthermore, illustrates it with some examples, proves that the transformation preserves the ceteris paribus property and presents some complexity results. Finally compares it with related work and concludes the paper.
Keywords :
computational complexity; constraint handling; inference mechanisms; CP-network; ceteris paribus preference reasoning; constraint hierarchy; constraint solving algorithm; Artificial intelligence; Bayesian methods; Computer science; Computer science education; Educational institutions; Educational technology; Graphical models; Knowledge engineering; Laboratories; Sun; CP-networks; Reasoning; constraint hierarchy; constraint solving;
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
DOI :
10.1109/ICMLC.2005.1527405