Computational Architectures Integrating Neural And Symbolic Processes A Perspective on the State of the Art /

• Corporate Author: SpringerLink (Online service)
• Other Authors: Sun, Ron (Editor), Bookman, Lawrence A. (Editor)
• Format: Electronic eBook
• Language: English
• Published: Boston, MA : Springer US, 1995.
• Series: The Springer International Series In Engineering and Computer Science, 292
• Subjects: Computer science.; Artificial intelligence.; Statistical physics.; Dynamical systems.; Computer Science.; Artificial Intelligence (incl. Robotics).; Statistical Physics, Dynamical Systems and Complexity.; Computer Science, general.

Computational Architectures Integrating Neural and Symbolic Processes: A Perspective on the State of the Art focuses on a currently emerging body of research. With the reemergence of neural networks in the 1980s with their emphasis on overcoming some of the limitations of symbolic AI, there is clear...

Table of Contents:

• Parallelism in inheritance hierarchies with exceptions
• An Introduction: On Symbolic Processing in Neural Networks
• Localist Architectures
• Complex Symbol-Processing in Conposit, A Transiently Localist Connectionist Architecture
• A Structured Connectionist Approach to Inferencing and Retrieval
• Hierarchical Architectures for Reasoning
• Distributed Architectures
• Subsymbolic Parsing of Embedded Structures
• Towards Instructable Connectionist Systems
• An Internal Report for Connectionists
• Combined Architectures
• A Two-Level Hybrid Architecture for Structuring Knowledge for Commonsense Reasoning
• A Framework for Integrating Relational and Associational Knowledge for Comprehension
• Examining a Hybrid Connectionist/Symbolic System for the Analysis of Ballistic Signals
• Commentaries
• Symbolic Artificial Intelligence and Numeric Artificial Neural Networks: Towards a Resolution of the Dichotomy
• Connectionist Natural Language Processing: A Status Report.