Neural-Symbolic Cognitive Reasoning

Neural-Symbolic Cognitive Reasoning pdf epub mobi txt 电子书 下载 2025

出版者:Springer
作者:Lamb, Luis C.; Gabbay, Dov M.; Lamb, Lua-S C.
出品人:
页数:212
译者:
出版时间:2008-11
价格:$ 101.64
装帧:
isbn号码:9783540732457
丛书系列:
图书标签:
  • 人工智能 
  • 认知 
  • 数理逻辑 
  •  
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Humans are often extraordinary at performing practical reasoning. There are cases where the human computer, slow as it is, is faster than any artificial intelligence system. Are we faster because of the way we perceive knowledge as opposed to the way we represent it? The authors address this question by presenting neural network models that integrate the two most fundamental phenomena of cognition: our ability to learn from experience, and our ability to reason from what has been learned. This book is the first to offer a self-contained presentation of neural network models for a number of computer science logics, including modal, temporal, and epistemic logics. By using a graphical presentation, it explains neural networks through a sound neural-symbolic integration methodology, and it focuses on the benefits of integrating effective robust learning with expressive reasoning capabilities. The book will be invaluable reading for academic researchers, graduate students, and senior undergraduates in computer science, artificial intelligence, machine learning, cognitive science and engineering. It will also be of interest to computational logicians, and professional specialists on applications of cognitive, hybrid and artificial intelligence systems.

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