Belief rule-base inference methodology using the evidential reasoning Approach-RIMER
University of Manchester · Huazhong University of Science and Technology · +2 more institutions
Abstract
In this paper, a generic rule-base inference methodology using the evidential reasoning (RIMER) approach is proposed. Existing knowledge-base structures are first examined, and knowledge representation schemes under uncertainty are then briefly analyzed. Based on this analysis, a new knowledge representation scheme in a rule base is proposed using a belief structure. In this scheme, a rule base is designed with belief degrees embedded in all possible consequents of a rule. Such a rule base is capable of capturing vagueness, incompleteness, and nonlinear causal relationships, while traditional if-then rules can be represented as a special case. Other knowledge representation parameters such as the weights of…
Citation impact
- FWCI
- 11.70
- Percentile
- 100%
- References
- 75
Authors
5Topics & keywords
- Evidential reasoning approach
- Vagueness
- Inference
- Knowledge base
- Knowledge representation and reasoning
- Rule of inference
- Antecedent (behavioral psychology)
- Rule-based system