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Neural networks in finance and investing: using artificial intelligence to improve real-world performance

By: Material type: TextTextPublication details: Probus Pub. Co. England 1993Description: xxviii, 513p. 23 cm ; HardISBN:
  • 978-1557384522
Subject(s): DDC classification:
  • 332.1028563 TRI
Contents:
Pt. 1. Neural Network Overview -- Ch. 1. Neural Network Fundamentals for Financial Analysts / L. Medsker, E. Turban and R. Trippi -- Ch. 2. Artificial Neural Systems: A New Tool for Financial Decision Making / D. Hawley, J. Johnson and D. Raina -- Ch. 3. Applying Neural Networks / C. Klimasauskas -- Pt. 2. Analysis of Financial Condition -- Ch. 4. Financial Neural Network Application / R. Marose -- Ch. 5. Analyzing Financial Health: Integrating Neural Networks and Expert Systems / D. Barker -- Ch. 6. Applying Neural Networks to the Extraction of Knowledge from Accounting Reports: A Classification Study / R. Berry and D. Trigueiros -- Ch. 7. Use of Neural Computing Technology to Develop Profiles of Chapter 11 Debtors Who are Likely to Become Tax Delinquents / G. Klemic -- Pt. 3. Business Failure Prediction -- Ch. 8. Neural Network Approach to Bankruptcy Prediction / W. Raghupathi, L. Schkade and B. Raju -- Ch. 9. Bankruptcy Prediction by Neural Network / E. Rahimian, S. Singh, T. Thammachote and A. Virmani -- Ch. 10. Neural Network Model for Bankruptcy Prediction / M. Odom and R. Sharda -- Ch. 11. Neural Networks for Bankruptcy Prediction: The Power to Solve Financial Problems / K. Coleman, T. Graettinger and W. Lawrence -- Ch. 12. Managerial Applications of Neural Networks: The Case of Bank Failure Predictions / K. Tam and M. Kiang -- Ch. 13. Neural Networks: A New Tool for Predicting Thrift Failures / L. Salchenberger, E. Cinar and N. Lash -- Pt. 4. Debt Risk Assessment -- Ch. 14. Bond Rating: A Non-Conservative Application of Neural Networks / S. Dutta and S. Shekhar -- Ch. 15. Neural Networks for Bond Rating Improved by Multiple Hidden Layers / A. Surkan and J. Singleton -- Ch. 16. Application of a Multiple Neural Network Learning System to Emulation of Mortgage Underwriting Judgments / E. Collins, S. Ghosh and C. Scofield -- Ch. 17. Risk Assessment of Mortgage Applications with a Neural Network System
Summary: Many believe that neural networks will eventually out-perform even the best traders and investors, yet this extraordinary technology remained largely inaccessible to practitioners--prior to this landmark text. Nowhere else will you find such a thorough and relevant examination of the applications and potential of this cutting-edge 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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Pt. 1. Neural Network Overview --
Ch. 1. Neural Network Fundamentals for Financial Analysts / L. Medsker, E. Turban and R. Trippi --
Ch. 2. Artificial Neural Systems: A New Tool for Financial Decision Making / D. Hawley, J. Johnson and D. Raina --
Ch. 3. Applying Neural Networks / C. Klimasauskas --
Pt. 2. Analysis of Financial Condition --
Ch. 4. Financial Neural Network Application / R. Marose --
Ch. 5. Analyzing Financial Health: Integrating Neural Networks and Expert Systems / D. Barker --
Ch. 6. Applying Neural Networks to the Extraction of Knowledge from Accounting Reports: A Classification Study / R. Berry and D. Trigueiros --
Ch. 7. Use of Neural Computing Technology to Develop Profiles of Chapter 11 Debtors Who are Likely to Become Tax Delinquents / G. Klemic --
Pt. 3. Business Failure Prediction --
Ch. 8. Neural Network Approach to Bankruptcy Prediction / W. Raghupathi, L. Schkade and B. Raju --
Ch. 9. Bankruptcy Prediction by Neural Network / E. Rahimian, S. Singh, T. Thammachote and A. Virmani --
Ch. 10. Neural Network Model for Bankruptcy Prediction / M. Odom and R. Sharda --
Ch. 11. Neural Networks for Bankruptcy Prediction: The Power to Solve Financial Problems / K. Coleman, T. Graettinger and W. Lawrence --
Ch. 12. Managerial Applications of Neural Networks: The Case of Bank Failure Predictions / K. Tam and M. Kiang --
Ch. 13. Neural Networks: A New Tool for Predicting Thrift Failures / L. Salchenberger, E. Cinar and N. Lash --
Pt. 4. Debt Risk Assessment --
Ch. 14. Bond Rating: A Non-Conservative Application of Neural Networks / S. Dutta and S. Shekhar --
Ch. 15. Neural Networks for Bond Rating Improved by Multiple Hidden Layers / A. Surkan and J. Singleton --
Ch. 16. Application of a Multiple Neural Network Learning System to Emulation of Mortgage Underwriting Judgments / E. Collins, S. Ghosh and C. Scofield --
Ch. 17. Risk Assessment of Mortgage Applications with a Neural Network System

Many believe that neural networks will eventually out-perform even the best traders and investors, yet this extraordinary technology remained largely inaccessible to practitioners--prior to this landmark text. Nowhere else will you find such a thorough and relevant examination of the applications and potential of this cutting-edge 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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