Paper Info
Title
The TRIPLE Hybrid Cognitive Architecture: Connectionist Aspects
Abstract
This paper introduces a recently proposed hybrid cognitive model, called TRIPLE focusing on its connectionist aspects. They are demonstrated on a series of schematic and realistic examples of analogy based retrieval from memory. The model integrates three modules which run in parallel: serial reasoning, connectionist and emotion engines. The serial reasoning engine deals with the current task, processes perceptual input, plans and performs actions, and synchronizes the activity the other two engines. Its special feature is formal reasoning. This paper focuses on the connectionist engine and the formalism behind it and how it compares to existing approaches. The connectionist engine can be considered as standalone model of retrieval from memory and mapping to the current task. It is based on a series of distributed re-representations of semantic net like symbolic localist representations of knowledge. The distributed representation building mechanisms proposed can reflect taxonomic, relational, semantic or other structure of the long term memory. The representations obtained are made dynamic by a complementary activation spreading process. The mapping-to-task mechanisms of the connectionist module are based on a dynamic similarity evaluation between task and memory content and simultaneous selection of the best mappings by a constraint satisfaction network.
Year
DOI
Venue
2009
10.3233/978-1-60750-072-8-293
WIRN
Keywords
Field
DocType
memory content,connectionist aspect,triple hybrid cognitive architecture,current task,long term memory,hybrid cognitive model,emotion engine,connectionist aspects,connectionist engine,formal reasoning,serial reasoning,connectionist module,cognitive architecture
Constraint satisfaction,DUAL (cognitive architecture),Semantic reasoner,Computer science,Schematic,Theoretical computer science,Artificial intelligence,Cognitive model,Long-term memory,Cognitive architecture,Connectionism,Machine learning
Conference
Volume
ISSN
Citations 
204
0922-6389
2
PageRank 
References 
Authors
0.46
12
2
Name
Order
Citations
PageRank
Maurice Grinberg15338.54
Vladimir Haltakov2112.85