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Artificial Neural Networks in Finance and Manufacturing

Release Date: March, 2006. Copyright © 2006. 299 pages.
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DOI: 10.4018/978-1-59140-670-9, ISBN13: 9781591406709, ISBN10: 1591406706, EISBN13: 9781591406723
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MLA

Kamruzzaman , Joarder, Rezaul Begg and Ruhul Sarker . "Artificial Neural Networks in Finance and Manufacturing." IGI Global, 2006. 1-299. Web. 21 May. 2012. doi:10.4018/978-1-59140-670-9

APA

Kamruzzaman , J., Begg, R., & Sarker , R. (2006). Artificial Neural Networks in Finance and Manufacturing (pp. 1-299). doi:10.4018/978-1-59140-670-9

Chicago

Kamruzzaman , Joarder, Rezaul Begg and Ruhul Sarker . "Artificial Neural Networks in Finance and Manufacturing." 1-299 (2006), accessed May 21, 2012. doi:10.4018/978-1-59140-670-9

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Description

Two of the most important factors contributing to national and international economy are processing of information for accurate financial forecasting and decision making as well as processing of information for efficient control of manufacturing systems for increased productivity. The associated problems are very complex and conventional methods often fail to produce acceptable solutions. Moreover, businesses and industries always look for superior solutions to boost profitability and productivity. In recent times, artificial neural networks have demonstrated promising results in solving many real-world problems in these domains, and these techniques are increasingly gaining business and industry acceptance among the practitioners.

Artificial Neural Networks in Finance and Manufacturing presents many state-of-the-art and diverse applications to finance and manufacturing, along with underlying neural network theories and architectures. It offers researchers and practitioners the opportunity to access exciting and cutting-edge research focusing on neural network applications, combining two aspects of economic domain in a single and consolidated volume.

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Table of Contents and List of Contributors

1.
Artificial Neural Networks: Applications in Finance and Manufacturing (pages 1-27)
Joarder Kamruzzaman (Monash University, Australia), Ruhul A. Sarker (University of New South Wales, Australia, Victoria University, Australia) Sample PDF | More details...
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2.
Simultaneous Evolution of Network Architectures and Connection Weights in Artificial Neural Networks (pages 28-42)
Ruhul A. Sarker (University of New South Wales, Australia), Hussein A. Abbass (University of New South Wales, Australia) Sample PDF | More details...
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3.
Neural Network-Based Stock Market Return Forecasting Using Data Mining for Variable Reduction (pages 43-63)
David Encke (University of Missouri - Rolla, USA) Sample PDF | More details...
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4.
Hybrid-Learning Methods for Stock Index Modeling (pages 64-79)
Yuehui Chen (Jinan University, P. R. China), Ajith Abraham (Chung-Ang University, Republic of Korea) Sample PDF | More details...
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5.
Application of Higher-Order Neural Networks to Financial Time-Series Prediction (pages 80-108)
John Fulcher (University of Wollongong, Australia), Ming Zhang (Christopher Newport Univerity, USA), Shuxiang Xu (University of Tasmania, Australia) Sample PDF | More details...
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6.
Hierarchical Neural Networks for Modelling Adaptive Financial Systems (pages 109-123)
Masoud Mohammadian (University of Canberra, Australia), Mark Kingham (University of Canberra, Australia) Sample PDF | More details...
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7.
Forecasting the Term Structure of Interest Rates Using Neural Networks (pages 124-138)
Sumit Kumar Bose (Indian Institute of Management, India), Janardhanan Sethuraman (Indian Institute of Management, India), Sadhalaxmi Raipet (Indian Institute of Management, India) Sample PDF | More details...
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8.
Modeling and Prediction of Foreign Currency Exchange Markets (pages 139-151)
Joarder Kamruzzaman (Monash University, Australia), Ruhul A. Sarker (University of New South Wales, Australia), Rezaul K. Begg (Victoria University, Australia) Sample PDF | More details...
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9.
Improving Returns on Stock Investment through Neural Network Selection (pages 152-164)
Tong-Seng Quah (Nanyang Technological University, Republic of Singapore) Sample PDF | More details...
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10.
Neural Networks in Manufacturing Operations (pages 165-181)
Eldon Gunn (Dalhousie University, Canada), Corinne MacDonald (Dalhousie University, Canada) Sample PDF | More details...
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11.
High-Pressure Die-Casting Process Modelling Using Neural Networks (pages 182-198)
M. Imad Khan (Deakin University, Australia), Saeid Nahavandi (Deakin University, Australia), Yakov Frayman (Deakin University, Australia) Sample PDF | More details...
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12.
Neural Network Models for the Estimation of Product Costs: An Application in the Automotive Industry (pages 199-220)
Sergio Cavalieri (Universita degli Studi di Bergamo, Italy), Paolo Maccarrone (Politecnico di Milano, Italy), Roberto Pinto (Universita degli Studi di Bergamo, Italy) Sample PDF | More details...
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13.
A Neural-Network-Assisted Optimization Framework and Its Use for Optimum-Parameter Identification (pages 221-235)
Tapabrata Ray (University of New South Wales, Australia) Sample PDF | More details...
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14.
Artificial Neural Networks in Manufacturing: Scheduling (pages 236-261)
George A. Rovithakis (Aristotle University of Thessaloniki, Greece), Stelios E. Perrakis (Technical University of Crete, Greece), Manolis A. Christodoulou (Technical University of Crete, Greece) Sample PDF | More details...
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15.
Recognition of Lubrication Defects in Cold Forging Process with a Neural Network (pages 262-275)
Bernard F. Rolfe (Deakin University, Australia), Yakov Frayman (Deakin University, Australia), Georgina L. Kelly (Deakin University, Australia), Saeid Nahavandi (Deakin University, Australia) Sample PDF | More details...
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Author(s)/Editor(s) Biography

Joarder Kamruzzaman
Dr. Joarder Kamruzzaman received his B.Sc and M.Sc. in Electrical and Electronic Engineering from Bangladesh University of Engineering & Technology, Dhaka, Bangladesh in 1986 & 1989 respectively and PhD in Information Systems Engineering from Muroran Institute of Technology, Japan in 1993. Currently he is a faculty member in the Faculty of Information Technology, Monash University, Australia. His research interest includes computational intelligence, computer networks and bioinformatics. He has published more than 90 refereed papers in international journals and conference proceedings. He is currently serving as a program committee member of a number of international conferences.

Rezaul Begg
Dr. Rezaul Begg received the B.Sc. and M.Sc. Eng degrees in Electrical and Electronic Engineering from Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh and the Ph.D. degree in Biomedical Engineering from the University of Aberdeen, U.K. Currently he is a Faculty member at Victoria University, Melbourne, Australia. Previously, he worked with Deakin University and BUET. He researches in Biomedical Engineering, Biomechanics and Machine Learning areas and has published over 100 research papers in these areas. He is a regular reviewer for several international journals and was on the TPC for a number of major international conferences. He received several awards, including the BUET Gold medal and the Chancellor prize for academic excellence.

Ruhul Sarker
Ruhul Sarker received his Ph.D. in 1991 from DalTech, Dalhousie University, Halifax, Canada and is currently a Senior Lecturer in Operations Research at the School of Computer Science, University of New South Wales, ADFA Campus, Canberra, Australia. Before joining at UNSW in February 1998, Dr Sarker worked with Monash University, Victoria and the Bangladesh University of Engineering and Technology, Dhaka. His main research interests are Evolutionary Optimization, Data Mining and Applied Operations Research. He is currently involved with four edited books either as editor or co-editor and has published more than 60 refereed papers in international journals and conference proceedings. He is also the editor of ASOR Bulletin, the national publication of the Australian Society for Operations Research.
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