Development of Trading Systems using Genetic Programming with a Case Study

Hartmann, Holger

ISBN 10: 3869432039 / ISBN 13: 9783869432038

Published by Examicus Verlag, 2012

About this Item

Seller Inventory # I-9783869432038

Bibliographic Details

• Title: Development of Trading Systems using Genetic Programming with a Case Study
• Publisher: Examicus Verlag
• Publication Date: 2012
• Language: English
• ISBN 10: 3869432039
• ISBN 13: 9783869432038
• Binding: Soft cover
• Condition: New

About this title

Synopsis

Diploma Thesis from the year 2007 in the subject Computer Science - Programming, grade: 1.7, University of Hamburg, language: English, abstract: In this thesis Genetic Progrmming is used to create trading systems for the EUR/USD foreign exchange market using intraday data. In addition to the exchange rates several moving averages are used as inputs. The developed evolutionary algorithm extends the framework ECJ. The created trading systems are being evaluated by a fitness function that consists of a trading simulation. Genetic operators have been adapted to support "node weights". By using these on the one hand macromutaion is tried to be reduced on the other hand the interpretability of the created trading systems is tried to be improved. Results of experiments show that created trading systems are apparently successfull in profitably using informations contained within the exchange rates. Profits of the created trading systems are maximized by using the optimal position size. It is shown that if the minimum investment period is met the achieved results are optimal even when taking into account the used risk adjusted performance figure.