Computational Architectures Integrating Neural and Symbolic Processes: A Perspective on the State of the Art
Lawrence A. Bookman, Ron Sun · Medical Entomology and Zoology · 2013
Foreword M. Arbib. 1. An Introduction: On Symbolic Processing in Neural Networks R. Sun. Part I: Localist Architectures. 2. Complex Symbol-Processing in Conposit, a Transiently Localist Connectionist Architecture J.A. Barnden. 3. A Structured Connectionist Approach to Inferencing and Retrieval T.E. Lange. 4. Hierarchical Architectures for Reasoning R.C. Lacher, K.D. Nguyen. Part II: Distributed Architectures. 5. Subsymbolic Parsing of Embedded Structures R. Miikkulainen. 6. Towards Instructable Connectionist Systems D.C. Noelle, G.W. Cottrell. 7. An Internal Report for Connectionists N.E. Sharkey, S.A. Jackson. Part III: Combined Architectures. 8. A Two-Level Hybrid Architecture for Structuring Knowledge for Commonsense Reasoning R. Sun. 9. A Framework for Integrating Relational and Associational Knowledge for Comprehension L.A. Bookman. 10. Examining a Hybrid Connectionist/Symbolic System for the Analysis of Ballistic Signals C. Lin, J. Hendler. Part IV: Commentaries. 11. Symbolic Artificial Intelligence and Numeric Artificial Neural Networks: Towards a Resolution of the Dichotomy V. Honavar. 12. Connectionist Natural Language Processing: a Status Report M.G. Dyer. Appendix: Bibliography of Connectionist Models with Symbolic Processing. Author Index. Subject Index.