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Science/Engineering Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition

Posted on 2010-03-15




Name:Science/Engineering Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition
ASIN/ISBN:084933375X
Language:English
File size:8 Mb
Pages: 570 pages
ISBN: 084933375X
File Type: PDF
File Size: 8 Mb
Other Info: Auerbach Publications; 1 edition (September 12, 2006)
   Science/Engineering Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition



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Neural Networks for Applied Sciences and Engineering: From Fundamentals to Complex Pattern Recognition

In response to an increasing demand for novel computing methods, Neural Networks for Applied Sciences and Engineering provides a simple but systematic introduction to neural networks applications. This book features case studies that use real data to demonstrate practical applications. It contains in-depth discussions of data and model validation issues along with uncertainty and sensitivity assessment of models as well as data dimensionality and methods to reduce dimensionality. It provides detailed coverage of neural network types for extracting nonlinear patterns in multi-dimensional scientific data in prediction, classification, clustering and forecasting with an extensive coverage on linear networks, multi-layer perceptron, self organization maps, and recurrent networks.

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