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
:
| Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
|---|
| Online Library | E-Book | 543807-1001 | QA76.87 .S255 2007 | | CRC E-Books |