Ordinary Shares, Exotic Methods: Financial Forecasting Using Data Mining Techniques

Author:   Lijuan Cao (Institute Of High Performance Computing, Singapore) ,  Lixiang Shen (Nus, S'pore) ,  Eng-hock Francis Tay (Nus, S'pore) ,  Lixiang Shen
Publisher:   World Scientific Publishing Co Pte Ltd
ISBN:  

9789812380753


Pages:   196
Publication Date:   04 February 2003
Format:   Hardback
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

Our Price $200.64 Quantity:  
Add to Cart

Share |

Ordinary Shares, Exotic Methods: Financial Forecasting Using Data Mining Techniques


Add your own review!

Overview

Exotic methods refer to a particular function within a general soft computing method such as genetic algorithms, neural networks and rough sets theory. They are applied to ordinary shares for a variety of financial purposes, such as portfolio selection and optimization, classification of market states, forecasting of market states and data mining. This is in contrast to the wide spectrum of work done on exotic financial instruments, wherein advanced mathematics is used to construct financial instruments for hedging risks and for investment. This text uses particular aspects of the general method to create interesting applications. For instance, genetic niching produces a family of portfolios for the trader to choose from. Support vector machines, a special form of neural networks, forecast the financial markets; such a forecast is on market states, of which there are three - uptrending, mean reverting and downtrending. A self-organizing map displays in a vivid manner the states of the market. Rough sets with a new discretization method extract information from stock prices.

Full Product Details

Author:   Lijuan Cao (Institute Of High Performance Computing, Singapore) ,  Lixiang Shen (Nus, S'pore) ,  Eng-hock Francis Tay (Nus, S'pore) ,  Lixiang Shen
Publisher:   World Scientific Publishing Co Pte Ltd
Imprint:   World Scientific Publishing Co Pte Ltd
ISBN:  

9789812380753


ISBN 10:   9812380752
Pages:   196
Publication Date:   04 February 2003
Audience:   College/higher education ,  Professional and scholarly ,  Postgraduate, Research & Scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

Table of Contents

Financial Forecasting Problem and Data Mining Techniques; Genetic Algorithms and Genetic Niching; Portfolio Selection and Optimization Using Genetic Operators; The Rough Sets Theory Basics and Its Applications in Economic and Financial Forecasting; Time Series Forecasting Using Rough Sets Theory; A Review of Support Vector Machines in Regression Estimation; Application of Support Vector Machines in Financial Time Series Forecasting; Other Methods and their Applications.

Reviews

Author Information

Tab Content 6

Author Website:  

Customer Reviews

Recent Reviews

No review item found!

Add your own review!

Countries Available

All regions
Latest Reading Guide

MRG2025CC

 

Shopping Cart
Your cart is empty
Shopping cart
Mailing List