Neural networks for applied sciences and engineering : from fundamentals to complex pattern recognition
by
 
Samarasinghe, Sandhya, author.

Title
Neural networks for applied sciences and engineering : from fundamentals to complex pattern recognition

Author
Samarasinghe, Sandhya, author.

ISBN
9780429115783
 
9781466525832

Physical Description
1 online resource (xx, 570 pages)

Contents
chapter 1 From Data to Models: Complexity and Challenges in Understanding Biological, Ecological, and Natural Systems -- chapter 2 Fundamentals of Neural Networks and Models for Linear Data Analysis -- chapter 3 Neural Networks for Nonlinear Pattern Recognition -- chapter 4 Learning of Nonlinear Patterns by Neural Networks -- chapter 5 Implementation of Neural Network Models for Extracting Reliable Patterns from Data -- chapter 6 Data Exploration, Dimensionality Reduction, and Feature Extraction -- chapter 7 Assessment of Uncertainty of Neural Network Models Using Bayesian Statistics -- chapter 8 Discovering Unknown Clusters in Data with Self-Organizing Maps -- chapter 9 Neural Networks for Time-Series Forecasting.

Subject Term
Neural networks (Computer science)
 
Pattern recognition systems.

Electronic Access
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LibraryMaterial TypeItem BarcodeShelf Number[[missing key: search.ChildField.HOLDING]]Status
Online LibraryE-Book543807-1001QA76.87 .S255 2007CRC E-Books