Title :
An integrated shell for developing connectionist expert systems
Author :
Quah, Tong-Seng ; Tan, Chew-Lim ; Teh, Hoon-Heng ; Shen, Zuliang
Author_Institution :
Dept. of Inf. Syst. & Comput. Sci., Nat. Univ. of Singapore, Singapore
Abstract :
This paper presents a prototype shell for developing neural network expert systems. The shell, structured around the concept of a neural logic network element (netel), is aimed at preserving semantic structure of the expert system rules whilst incorporating learning capability of neural networks into the inferencing mechanism. Using this architecture, every rule of the knowledge base is represented by a netel. These netels are dynamically linked up to form the rule-tree during the inferencing process. The system is also able to adjust its inference strategy according to different users and situations. The prototype shell is used to build an advisory expert system for bond trading. The system yields promising results, thus demonstrating the strengths of the above-mentioned architecture.
Keywords :
expert system shells; expert systems; inference mechanisms; neural nets; advisory expert system; bond trading; connectionist expert systems; inferencing mechanism; integrated shell; knowledge base; learning capability; netel; neural logic network element; neural network expert systems; prototype shell; rule-tree; semantic structure; Bonding; Computer science; Expert systems; Hybrid intelligent systems; Information systems; Knowledge based systems; Logic; Neural networks; Prototypes; User interfaces;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.714326