Semantic and episodic associative neural network

被引:0
|
作者
Kataoka, K [1 ]
Hagiwara, M [1 ]
机构
[1] Keio Univ, Dept Informat & Comp Sci, Kohoku Ku, Yokohama, Kanagawa 2238522, Japan
关键词
multi-winner self-organizing neural network; distributed pattern; triples representation; memory; concept; natural language;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a new neural network model termed semantic and episodic associative neural network (SEANN) for natural language processing. The SEANN can deal with both semantic memory and episodic memory by sentences represented in a form of a semantic network. In this model, both semantic memory and episodic memory are represented in triples-representation of concepts. Our model consists of concepts of sentences associative neural network (CSANN) and MAM using area representation. CSANN can recall sentences in a form of triples-representation, and MA M using area representation can recall plural triples-representations from a word. We have carried out computer experiments to confirm the validity of the SEANN for natural language processing. We have investigated that our model can recall plural semantic memories from one word, and can recall semantic memories concerning with episodic memory.
引用
收藏
页码:1292 / 1297
页数:6
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