| Description |
1 online resource (xii, 240 pages) : illustrations |
| Series |
Advanced topics in science and technology in China |
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Advanced topics in science and technology in China.
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| Contents |
Machine generated contents note: 1. Introduction -- 2. Artificial Neural Networks -- 3. Process Neurons -- 4. Feedforward Process Neural Networks -- 5. Learning Algorithms for Process Neural Networks -- 6. Feedback Process Neural Networks -- 7. Multi-aggregation Process Neural Networks -- 8. Design and Construction of Process Neural Networks -- 9. Application of Process Neural Networks |
| Summary |
"Process Neural Network: Theory and Applications" proposes the concept and model of a process neural network for the first time, showing how it expands the mapping relationship between the input and output of traditional neural networks and enhances the expression capability for practical problems, with broad applicability to solving problems relating to processes in practice. Some theoretical problems such as continuity, functional approximation capability, and computing capability, are closely examined. The application methods, network construction principles, and optimization algorithms of process neural networks in practical fields, such as nonlinear time-varying system modeling, process signal pattern recognition, dynamic system identification, and process forecast, are discussed in detail. The information processing flow and the mapping relationship between inputs and outputs of process neural networks are richly illustrated. Xingui He is a member of Chinese Academy of Engineering and also a professor at the School of Electronic Engineering and Computer Science, Peking University, China, where Shaohua Xu also serves as a professor |
| Analysis |
computerwetenschappen |
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computer sciences |
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kunstmatige intelligentie |
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artificial intelligence |
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patroonherkenning |
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pattern recognition |
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Information and Communication Technology (General) |
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Informatie- en communicatietechnologie (algemeen) |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| Subject |
Neural networks (Computer science)
|
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COMPUTERS -- Enterprise Applications -- Business Intelligence Tools.
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COMPUTERS -- Intelligence (AI) & Semantics.
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Neural networks (Computer science)
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Ingénierie.
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Neural networks (Computer science)
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| Form |
Electronic book
|
| Author |
Xu, Shaohua.
|
| LC no. |
2008935452 2007937704 |
| ISBN |
9783540737629 |
|
3540737626 |
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