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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 capfloor 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
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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 capfloor 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
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Many believe that neural networks will eventually outperform even the best traders and investors yet this extraordinary technology remained largely inaccessible to practitionersprior to this landmark text Nowhere else will you find such a thorough and relevant examination of the applications and potential of this cuttingedge technology This book not only contains many examples of neural networks for prediction and risk assessment but provides promising systems for forecasting and explaining price movements of stocks and securities Sections include neural network overview analysis of financial condition business failure prediction debt risk assessment security market applications and neural network approaches to financial forecasting
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