
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.
Electronic Access:
Click here to view.Copies:
Available:*
Library | Material Type | Item Barcode | Shelf Number | Status | Item Holds |
|---|---|---|---|---|---|
Searching... | E-Book | 543807-1001 | QA76.87 .S255 2007 | Searching... | Searching... |
