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Integrating Symbolic and Sub-symbolic Reasoning

Claes Strannegård (Institutionen för tillämpad informationsteknologi, Avdelningen för kognition och kommunikation (Chalmers) ; Institutionen för filosofi, lingvistik och vetenskapsteori) ; Abdul Rahim Nizamani
International Conference on Artificial General Intelligence (Lecture Notes in Artificial Intelligence) (0302-9743). Vol. 9782 (2016), p. 171-180.
[Konferensbidrag, refereegranskat]

This paper proposes a way of bridging the gap between symbolic and sub-symbolic reasoning. More precisely, it describes a developing system with bounded rationality that bases its decisions on sub-symbolic as well as symbolic reasoning. The system has a fixed set of needs and its sole goal is to stay alive as long as possible by satisfying those needs. It operates without pre-programmed knowledge of any kind. The learning mechanism consists of several meta-rules that govern the development of its network-based memory structure. The decision making mechanism operates under time constraints and combines symbolic reasoning, aimed at compressing information, with sub-symbolic reasoning, aimed at planning.



Denna post skapades 2016-09-08. Senast ändrad 2017-02-07.
CPL Pubid: 241526

 

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Institutioner (Chalmers)

Institutionen för tillämpad informationsteknologi, Avdelningen för kognition och kommunikation (Chalmers) (2011-2017)
Institutionen för filosofi, lingvistik och vetenskapsteori (GU)
Institutionen för tillämpad informationsteknologi (GU) (GU)

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