
Select an Action

Neural networks in finance : gaining predictive edge in the market
Title:
Neural networks in finance : gaining predictive edge in the market
Author:
McNelis, Paul D.
ISBN:
9781417577460
9781592781829
9780080479651
Personal Author:
Publication Information:
Burlington, MA : Elsevier Academic Press, ©2005.
Physical Description:
1 online resource (xv, 243 pages) : illustrations
Series:
Academic Press advanced finance series
Academic Press advanced finance series.
Contents:
Preface; 1. Introduction; 2. What Are Neural Networks; 3. Estimation of a Network with Evolutionary Computation; 4. Evaluation of Network Estimation; 5. Estimation and Forecasting with Artificial Data; 6. Times Series: Examples from Industry and Finance; 7. Inflation and Deflation: Hong Kong and Japan; 8. Classification: Credit Card Default and Bank Failures; 9. Dimensionality Reduction and Implied Volatility Forecasting.
Abstract:
This book explores the intuitive appeal of neural networks and the genetic algorithm in finance. It demonstrates how neural networks used in combination with evolutionary computation outperform classical econometric methods for accuracy in forecasting, classification and dimensionality reduction. McNelis utilizes a variety of examples, from forecasting automobile production and corporate bond spread, to inflation and deflation processes in Hong Kong and Japan, to credit card default in Germany to bank failures in Texas, to cap-floor volatilities in New York and Hong Kong. * Offers a balanced, critical review of the neural network methods and genetic algorithms used in finance * Includes numerous examples and applications * Numerical illustrations use MATLAB code and the book is accompanied by a website.
Subject Term:
Genre:
Electronic Access:
ScienceDirect https://www.sciencedirect.com/science/book/9780124859678Available:*
Shelf Number | Item Barcode | Shelf Location | Status |
|---|---|---|---|
| HG4012.5 .M38 2005 EB | 1188913-1001 | Elsevier E-Book Collections | Searching... |
On Order
Select a list
Make this your default list.
The following items were successfully added.
There was an error while adding the following items. Please try again.
:
Select An Item
Data usage warning: You will receive one text message for each title you selected.
Standard text messaging rates apply.


