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"Graupe, Daniel, author"
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Principles of artificial neural networks
by
Graupe, Daniel
in
Artificial Intelligence (Machine Learning, Neural Networks, Fuzzy Logic)
,
Biomedical Science
,
Computational Economics
2013
Artificial neural networks are most suitable for solving problems that are complex, ill-defined, highly nonlinear, of many and different variables, and/or stochastic. Such problems are abundant in medicine, in finance, in security and beyond. This volume covers the basic theory and architecture of the major artificial neural networks. Uniquely, it presents 18 complete case studies of applications of neural networks in various fields, ranging from cell-shape classification to micro-trading in finance and to constellation recognition — all with their respective source codes. These case studies demonstrate to the readers in detail how such case studies are designed and executed and how their specific results are obtained.
Principles of artificial neural networks
by
Graupe, Daniel
in
Artificial Intelligence (Machine Learning, Neural Networks, Fuzzy Logic)
,
Electrical & Electronic Engineering (Circuits & Systems, Communications, Control, Computer Engineering)
,
Neural networks (Computer science)
2007
The book should serve as a text for a university graduate course or for an advanced undergraduate course on neural networks in engineering and computer science departments. It should also serve as a self-study course for engineers and computer scientists in the industry. Covering major neural network approaches and architectures with the theories, this text presents detailed case studies for each of the approaches, accompanied with complete computer codes and the corresponding computed results.