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| NEURAL NETWORK IN COMPUTER INTELLIGENCE |
Introduction
neural networks in computer intelligence provides basic concept, algorithms and analysis of important neural network models developed to date, with emphasis on the importance of knowledge in system design. the book bridges the gap between afrificial intelligence and neural networks.
key features
this book poineers the effort to offer a unified perspective which can be used to integrate intelligence technologies. the broad coverage of the book and the emphasis on basic principles can accommodate the diverse background of readers. with little technical background. students, professionals, and practitioners can be guided through the book and develop a sufficient grasp of the material.
the book provides a step-by-step introductioni to artificial neural networks and relates them to symbolic techniques where appropriate. after presenting basic neural network computational models in the beginning chapters, the test takes athe reader through nore advanced model organized around vital scientific and engineering tipics from perspective of computer intelligence.
neural networks in computer intelligence formulates each important neural network algorithm in consistent and coherent format and includes end-of-chapter problems for enhancing the studnet's understanding of both theory and application.
table of contents
preface
acknowledgements
part i: theory, methods, applications
chapter 1. introduction
chapter 2. basic neural computational models
chapter 3. learning: supervised and unsupervised
chapter 4. knowledge-based neural networks
chapter 5. incremental learning
chapter 6. mathematical modeling
chapter 7. complex domains
chapter 8. discovery
chapter 9. structures and sequences
chapter 10. learning spatiotemporal patterns
part ii: neural networks and expert systems
chapter 11. expert systems
chapter 12. causal learning and modeling
chapter 13. validation and verification
chapter 14. rule generation from neural networks
chapter 15. learning grammars
part iii: case studies
chapter 16. genetic pattern recognition
chapter 17. drug discovery
chapter 18. flow cytometric analysis of leukemia
index
Author : Li-min fu
Publication : Tata
Isbn : 9780070532823
Store book number : 105
NRS 1150.00
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