Foreign-Exchange-Rate Forecasting with Artificial Neural Networks: International Series in Operations Research & Management Science, cartea 107
Autor Lean Yu, Shouyang Wang, Kin Keung Laien Limba Engleză Hardback – 2 aug 2007
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Specificații
ISBN-13: 9780387717197
ISBN-10: 0387717196
Pagini: 344
Ilustrații: XXIII, 316 p.
Dimensiuni: 155 x 235 x 24 mm
Greutate: 0.66 kg
Ediția:2007
Editura: Springer Us
Colecția Springer
Seria International Series in Operations Research & Management Science
Locul publicării:New York, NY, United States
ISBN-10: 0387717196
Pagini: 344
Ilustrații: XXIII, 316 p.
Dimensiuni: 155 x 235 x 24 mm
Greutate: 0.66 kg
Ediția:2007
Editura: Springer Us
Colecția Springer
Seria International Series in Operations Research & Management Science
Locul publicării:New York, NY, United States
Public țintă
Professional/practitionerCuprins
Preface.- Are foreign exchange rates predictable? An anatomy of a survey from artificial neural networks perspective.- Basic principles of ANN algorithms.- Data preparation in neural network data analysis.- Forecasting foreign exchange rates using an adaptive back-propagation algorithm with optimal learning rate and momentum factor.- An online learning algorithm with adaptive forgetting factors for BP neural network in foreign exchange rate forecasting.- An improved BP algorithm with adaptive smoothing momentum terms for foreign exchange rate prediction.- Hybridizing BPNN and exponential smoothing for foreign exchange rate prediction.- A nonlinear combined model integrating ANN and GLAR for exchange rate forecasting.- A hybrid GA-based SVM model for foreign exchange market trends exploration.- Forecasting foreign exchange rates with a multistage neural network ensemble model.- Foreign exchange rate ensemble forecasting with neural network meta-learning.- A confidence-based neural network ensemble model for predicting foreign exchange market movement direction.- Foreign exchange rates forecasting with multiple candidate models: selecting or combining?.- Developing an intelligent Forex rolling forecasting and trading decision support system I: conceptual framework, modeling techniques and system implementation: developing an intelligent Forex rolling forecasting and trading decision support system II-An empirical and comprehensive assessment.- References.- Subject index.- Author index.
Recenzii
From the reviews:
"This monograph consisting of six parts focuses on forecasting exchange rates via artificial neural networks (ANNs) and it is based on the fruit of a very pleasant scientific cooperation between three genuine academic researchers. …The academic researchers together with the business practitioners interested in the recent developments concerning the forecasting foreign exchange rates with ANNs will find in this book an excellent reference." (Vasile Postolica, Zentralblatt MATH, Vol. 1125 (2), 2008)
"This monograph consisting of six parts focuses on forecasting exchange rates via artificial neural networks (ANNs) and it is based on the fruit of a very pleasant scientific cooperation between three genuine academic researchers. …The academic researchers together with the business practitioners interested in the recent developments concerning the forecasting foreign exchange rates with ANNs will find in this book an excellent reference." (Vasile Postolica, Zentralblatt MATH, Vol. 1125 (2), 2008)
Caracteristici
The book’s modeling framework is multi-level enabling agent of an intelligent foreign-exchange-rate-forecasting methodology. Adding to the methodology is a decision-support system, which can be delivered by both a client/server model and widely-used web technologies Because of the highly useful computational techniques of Artificial Neural Networks (ANNs) to foreign-exchange-rate forecasting, managers, analysts and technical practitioners in financial institutions across the world will have considerable interest in the book, as well as scholars and graduate students studying financial markets and business forecast Includes supplementary material: sn.pub/extras