| Description |
1 online resource (xxiii, 517 pages) : illustrations |
| Series |
IGI Global research collection
|
| Contents |
Section I. Artificial higher order neural networks for economics -- Chapter I. Artificial higher order neural network nonlinear models: SAS NLIN or HONNs? / Ming Zhang -- Chapter II. Higher order neural networks with Bayesian confidence measure for the prediction of the EUR/USD exchange rate / Adam Knowles, Abir Hussain, Wael El Deredy, Paulo G.J. Lisboa, Christian L. Dunis -- Chapter III. Automatically identifying predictor variables for stock return prediction / Da Shi, Shaohua Tan, Shuzhi Sam Ge -- Chapter IV. Higher order neural network architectures for agent-based computational economics and finance / John Seiffertt, Donald C. Wunsch II -- Chapter V. Foreign exchange rate forecasting using higher order flexible neural tree / Yuehui Chen, Peng Wu, Qiang Wu -- Chapter VI. Higher order neural networks for stock index modeling / Yuehui Chen, Peng Wu, Qiang Wu |
|
Section II. Artificial higher order neural networks for time series data -- Chapter VII. Ultra high frequency trigonometric higher order neural networks for time series data analysis / Ming Zhang -- Chapter VIII. Artificial higher order pipeline recurrent neural networks for financial time series prediction / Panos Liatsis, Abir Hussain, Efstathios Milonidis -- Chapter IX. A novel recurrent polynomial neural network for financial time series prediction / Abir Hussain, Panos Liatsis -- Chapter X. Generalized correlation higher order neural networks for financial time series prediction / David R. Selviah, Janti Shawash -- Chapter XI. Artificial higher order neural networks in time series prediction / Godfrey C. Onwubolu -- Chapter XII. Application of pi-sigma neural networks and ridge polynomial neural networks to financial time series prediction / Rozaida Ghazali, Dhiya Al-Jumeily |
|
Section III. Artificial higher order neural networks for business -- Chapter XIII. Electric load demand and electricity prices forecasting using higher order neural networks trained by Kalman Filtering / Edgar N. Sanchez, Alma Y. Alanis, Jesús Rico -- Chapter XIV. Adaptive higher order neural network models and their applications in business / Shuxiang Xu -- Chapter XV. CEO tenure and debt: an artificial higher order neural network approach / Jean X. Zhang -- Chapter XVI. Modelling and trading the soybean-oil crush spread with recurrent and higher order networks: a comparative analysis / Christian L. Dunis, Jason Laws, Ben Evans |
|
Section IV. Artificial higher order neural networks fundamentals -- Chapter XVII. Fundamental theory of artificial higher order neural networks / Madan M. Gupta, Noriyasu Homma, Zeng-Guang Hou, Ashu M.G. Solo, Takakuni Goto -- Chapter XVIII. Dynamics in artificial higher order neural networks with delays / Jinde Cao, Fengli Ren, Jinling Liang -- Chapter XIX. A new topology for artificial higher order neural networks: polynomial kernel networks / Zhao Lu, Leang-san Shieh, Guanrong Chen -- Chapter XX. High speed optical higher order neural networks for discovering data trends and patterns in very large databases / David R. Selviah -- Chapter XXI. On complex artificial higher order neural networks: dealing with stochasticity, jumps and delays / Zidong Wang, Yurong Liu, Xiaohui Liu -- Chapter XXII. Trigonometric polynomial higher order neural network group models and weighted kernel models for financial data simulation and prediction / Lei Zhang, Simeon J. Simoff, Jing Chun Zhang -- About the contributors -- Index |
| Summary |
"This book is the first book to provide opportunities for millions working in economics, accounting, finance and other business areas education on HONNs, the ease of their usage, and directions on how to obtain more accurate application results. It provides significant, informative advancements in the subject and introduces the HONN group models and adaptive HONNs"--Provided by publisher |
| Notes |
"Premier reference source"--Cover |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| Subject |
Finance -- Computer simulation
|
|
Finance -- Mathematical models.
|
|
Finance -- Computer programs.
|
|
Neural networks (Computer science)
|
|
BUSINESS & ECONOMICS -- Finance.
|
|
Finance -- Computer programs
|
|
Finance -- Mathematical models
|
|
Neural networks (Computer science)
|
| Form |
Electronic book
|
| Author |
Zhang, Ming, 1949 July 29-
|
|
IGI Global.
|
| LC no. |
2007043953 |
| ISBN |
9781599048987 |
|
1599048981 |
|
