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CBR based reactive behavior learning for the memory-prediction framework

delete2017-08-01
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PRE
AI
I
Ignacio Herrero *
C
Cristina Urdiales
J
José Manuel Peula
F
F. Sandoval
DOI:10.1016/j.neucom.2016.10.075delete
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摘要

摘要

En 中文
Some approaches to intelligence state that the brain works as a memory system which stores experiences to reflect the structure of the world in a hierarchical, organized way. Case Based Reasoning (CBR) is well suited to test this view. In this work we propose a CBR based learning methodology to build a set of nested behaviors in a bottom up architecture. To cope with complexity-related CBR scalability problems, we propose a new 2-stage retrieval process. We have tested our framework by training a set of cooperative/competitive reactive behaviors for Aibo robots in a RoboCup environment. (C) 2017 Elsevier B.V. All rights reserved.
Keyword:
Case based reasoning
Reactive behaviors
Behavior learning
Robotics
Control architecture
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期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

机构

U
universidad de malaga
学者数:
1.2W
论文数: 9.2K
被引数: 6
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