TY - JOUR
T1 - On the Consistency of Rule-Bases Based on Lattice-Valued First-Order Logic LF(X)
AU - Xu, Yang
AU - Liu, Jun
AU - Ruan, Da
AU - Lee, Tsu-Tian
A2 - Maes, Dirk
N1 - Score = 10
PY - 2006/4
Y1 - 2006/4
N2 - The consistency of a rule-base is an essential issue for the rule-based intelligent information processing. In the framework of the lattice-valued first-order logic system LF(X) which is in the attempt of handling fuzziness and incomparability, this paper focuses on how to verify and increase the consistency degree of the rule-base in the intelligent information process system. Firstly, the representations of eight kinds of the rule-bases in LF(X) as the generalized clause set forms based on these rule-bases’ non-redundant generalized Skolem standard forms are presented. Then an -automated reasoning algorithm in LF(X), also used as an automated simplification algorithm, is proposed. Furthermore, the -consistency and the -simplification theories of the rule-base in LF(X) are formulated, especially the coherence between these two theories is proved. Therefore, the verification of the -consistency of the rule-base, often an infinity problem which is difficult to be achieved, can be transformed into a finite and achievable -simplification problem. Finally, an -simplification stepwise search algorithm for verifying the consistency of the rule-base as well as a kind of filtering algorithm for increasing the consistency level of the rule-base are proposed.
AB - The consistency of a rule-base is an essential issue for the rule-based intelligent information processing. In the framework of the lattice-valued first-order logic system LF(X) which is in the attempt of handling fuzziness and incomparability, this paper focuses on how to verify and increase the consistency degree of the rule-base in the intelligent information process system. Firstly, the representations of eight kinds of the rule-bases in LF(X) as the generalized clause set forms based on these rule-bases’ non-redundant generalized Skolem standard forms are presented. Then an -automated reasoning algorithm in LF(X), also used as an automated simplification algorithm, is proposed. Furthermore, the -consistency and the -simplification theories of the rule-base in LF(X) are formulated, especially the coherence between these two theories is proved. Therefore, the verification of the -consistency of the rule-base, often an infinity problem which is difficult to be achieved, can be transformed into a finite and achievable -simplification problem. Finally, an -simplification stepwise search algorithm for verifying the consistency of the rule-base as well as a kind of filtering algorithm for increasing the consistency level of the rule-base are proposed.
KW - Rule-base
KW - consistency
KW - uncertainty
KW - lattice-valued first-order logic
KW - automated reasoning
UR - http://ecm.sckcen.be/OTCS/llisapi.dll/open/ezp_33053
UR - http://knowledgecentre.sckcen.be/so2/bibref/3683
U2 - 10.1002/int.20129
DO - 10.1002/int.20129
M3 - Article
SN - 0884-8173
VL - 21
SP - 399
EP - 424
JO - International Journal of Intelligent Systems
JF - International Journal of Intelligent Systems
IS - 4
ER -