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Neural Networks in Finance: Gaining Predictive Edge in the Market by McNelis

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Item specifics

Condition
New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ...
Book Title
Neural Networks in Finance: Gaining Predictive Edge in the Market
Publication Date
2004-12-22
Pages
352
ISBN
9780124859678
Publication Year
2005
Series
Academic Press Advanced Finance Ser.
Type
Textbook
Format
Hardcover
Language
English
Publication Name
Neural Networks in Finance : Gaining Predictive Edge in the Market
Author
Paul D. Mcnelis
Item Length
9in
Publisher
Elsevier Science & Technology
Item Width
6in
Item Weight
35.3 Oz
Number of Pages
256 Pages

About this product

Product Information

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.

Product Identifiers

Publisher
Elsevier Science & Technology
ISBN-10
0124859674
ISBN-13
9780124859678
eBay Product ID (ePID)
43396041

Product Key Features

Author
Paul D. Mcnelis
Publication Name
Neural Networks in Finance : Gaining Predictive Edge in the Market
Format
Hardcover
Language
English
Publication Year
2005
Series
Academic Press Advanced Finance Ser.
Type
Textbook
Number of Pages
256 Pages

Dimensions

Item Length
9in
Item Width
6in
Item Weight
35.3 Oz

Additional Product Features

Lc Classification Number
Hg4012.5.M38 2005
Reviews
"This book clarifies many of the mysteries of Neural Networks and related optimization techniques for researchers in both economics and finance. It contains many practical examples backed up with computer programs for readers to explore. I recommend it to anyone who wants to understand methods used in nonlinear forecasting." -- Blake LeBaron, Professor of Finance, Brandeis University "An important addition to the select collection of books on financial econometrics, Paul Mcnelis' volume, Neural Networks in Finance, serves as an important reference on neural network models of nonlinear dynamics as a practical econometric tool for better decision-making in financial markets." -- Roberto S. Mariano, Dean of School of Economics and Social Sciences & Vice-Provost for Research, Singapore Management University; Professor Emeritus of Economics, University of Pennsylvania "This book represents an impressive step forward in the exposition and application of evolutionary computational tools. The author illustrates the potency of evolutionary computational tools through multiple examples, which contrast the predictive outcomes from the evolutionary approach with others of a linear and general non-linear variety. The book will be of utmost appeal to both academics throughout the social sciences as well as practitioners, especially in the area of finance." -- Carlos Asilis, Portfolio Manager, VegaPlus Capital Partners; formerly Chief Investment Strategist, JPMorgan Chase "...an excellent, easy-to read introduction to the math behind neural networks." - Financial Engineering News
Table of Content
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
Copyright Date
2005
Topic
Programming / Algorithms, Finance / General, Neural Networks, Economics / General
Lccn
2004-022859
Dewey Decimal
332/.0285/632
Intended Audience
Scholarly & Professional
Dewey Edition
22
Illustrated
Yes
Genre
Computers, Business & Economics

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