DocumentCode
285275
Title
The role of chaos in processing language
Author
Tani, Jun
Author_Institution
Sony Corp., Tokyo, Japan
Volume
3
fYear
1992
fDate
7-11 Jun 1992
Firstpage
444
Abstract
The role of chaotic dynamics in recognition and generation of patterns containing grammatical structure is discussed. Two mechanisms were combined for segmenting patterns and retrieving grammar rules into a process of minimizing the energy of a bidirectionally connected neural network. Valid tree structures for input patterns were generated as the activation pattern of neurons following chaotic searches for the global energy minimum. The ambiguity problem occurring when a unique structure cannot be determined for the given input pattern is considered. It is shown that chaotic dynamics generates the sequence of possible interpretations of such ambiguity in the course of spontaneous state transitions between energy minima. It was observed that the search for valid patterns proceeds preserving the topology of the tree-like pattern space in the dynamics of intermittent chaos
Keywords
chaos; formal languages; neural nets; pattern recognition; topology; activation pattern; ambiguity problem; bidirectionally connected neural network; chaotic dynamics; chaotic searches; formal languages; global energy minimum; grammar rules retrieval; grammatical structure; intermittent chaos; language processing; pattern generation; pattern recognition; pattern segmentation; topology; tree-like pattern space; Bidirectional control; Chaos; Computational complexity; Information systems; Laboratories; Neural networks; Neurons; Pattern recognition; Telecommunication network topology; Tree data structures;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 1992. IJCNN., International Joint Conference on
Conference_Location
Baltimore, MD
Print_ISBN
0-7803-0559-0
Type
conf
DOI
10.1109/IJCNN.1992.227134
Filename
227134
Link To Document