Title :
The N-R method of acquiring multi-step reasoning production rules based on NN
Author :
Yi, Li ; Hongbao, Shi
Author_Institution :
Dept. of Comput. Sci., Xi´´an Jiaotong Univ., China
Abstract :
We present the N-R method of acquiring multi-step reasoning production rules based on a neural network (NN), so as to simulate one of the ways human beings learn-acquiring hierarchically structured knowledge from non-structured training samples. This method is composed of a characteristic NN structure to model the corresponding learning algorithm, and the transform algorithm which converts a trained NN to a reasoning network (RN), from which production rules can be obtained easily
Keywords :
inference mechanisms; knowledge acquisition; neural nets; N-R method; hierarchically structured knowledge; multi-step reasoning production rules; neural network; nonstructured training samples; reasoning network; transform algorithm; Animals; Computational modeling; Computer science; Dairy products; Humans; Inference algorithms; Knowledge acquisition; Machine learning algorithms; Neural networks; Production systems;
Conference_Titel :
Neural Networks, 1996., IEEE International Conference on
Print_ISBN :
0-7803-3210-5
DOI :
10.1109/ICNN.1996.549060