Hybrid Neural Systems

Front Matter....Pages -
An Overview of Hybrid Neural Systems....Pages 1-13
Layered Hybrid Connectionist Models for Cognitive Science....Pages 14-27
Types and Quantifiers in SHRUTI – A Connectionist Model of Rapid Reasoning and Relational Processing....Pages 28-45
A Recursive Neural Network for Reflexive Reasoning....Pages 46-62
A Novel Modular Neural Architecture for Rule-Based and Similarity-Based Reasoning....Pages 63-77
Addressing Knowledge-Representation Issues in Connectionist Symbolic Rule Encoding for General Inference....Pages 78-91
Towards a Hybrid Model of First-Order Theory Refinement....Pages 92-106
Dynamical Recurrent Networks for Sequential Data Processing....Pages 107-122
Fuzzy Knowledge and Recurrent Neural Networks: A Dynamical Systems Perspective....Pages 123-143
Combining Maps and Distributed Representations for Shift-Reduce Parsing....Pages 144-157
Towards Hybrid Neural Learning Internet Agents....Pages 158-174
A Connectionist Simulation of the Empirical Acquisition of Grammatical Relations....Pages 175-193
Large Patterns Make Great Symbols: An Example of Learning from Example....Pages 194-203
Context Vectors: A Step Toward a “Grand Unified Representation”....Pages 204-210
Integration of Graphical Rules with Adaptive Learning of Structured Information....Pages 211-225
Lessons from Past, Current Issues, and Future Research Directions in Extracting the Knowledge Embedded in Artificial Neural Networks....Pages 226-239
Symbolic Rule Extraction from the DIMLP Neural Network....Pages 240-254
Understanding State Space Organization in Recurrent Neural Networks with Iterative Function Systems Dynamics....Pages 255-269
Direct Explanations and Knowledge Extraction from a Multilayer Perceptron Network that Performs Low Back Pain Classification....Pages 270-285
High Order Eigentensors as Symbolic Rules in Competitive Learning....Pages 286-297
Holistic Symbol Processing and the Sequential RAAM: An Evaluation....Pages 298-312
Life, Mind, and Robots....Pages 313-332
Supplementing Neural Reinforcement Learning with Symbolic Methods....Pages 333-347
Self-Organizing Maps in Symbol Processing....Pages 348-362
Evolution of Symbolisation: Signposts to a Bridge between Connectionist and Symbolic Systems....Pages 363-371
A Cellular Neural Associative Array for Symbolic Vision....Pages 372-386
Application of Neurosymbolic Integration for Environment Modelling in Mobile Robots....Pages 387-401
Back Matter....Pages -