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Monira Essa Aloud, PhD| منيره عيسى العود

Professor

Department of Management Information Systems, College of Business Administration, King Saud University.

كلية إدارة الأعمال
3S150 Building #3 2nd floor
المنشورات
مقال فى مجلة
2017

Modelling the High-Frequency FX Market: an Agent-Based Approach

Fasli, Maria . 2017

The development of computational intelligence‐based strategies for electronic markets has been the focus of intense research. To be able to design efficient and effective automated trading strategies, one first needs to understand the workings of the market, the strategies that traders use, and their interactions as well as the patterns emerging as a result of these interactions. In this article, we develop an agent‐based model of the foreign exchange (FX) market, which is the market for the buying and selling of currencies. Our agent‐based model of the FX market comprises heterogeneous trading agents that employ a strategy that identifies and responds to periodic patterns in the price time series. We use the agent‐based model of the FX market to undertake a systematic exploration of its constituent elements and their impact on the stylized facts (statistical patterns) of transactions data. This enables us to identify a set of sufficient conditions that result in the emergence of the stylized facts similarly to the real market data, and formulate a model that closely approximates the stylized facts. We use a unique high‐frequency data set of historical transactions data that enables us to run multiple simulation runs and validate our approach and draw comparisons and conclusions for each market setting.

رقم المجلد
33
رقم الانشاء
4
مجلة/صحيفة
Computational Intelligence, Wiley
الصفحات
771 - 825
مزيد من المنشورات
publications

The development of computational intelligence‐based strategies for electronic markets has been the focus of intense research.

بواسطة Maria Fasli, Edward Tsang, Alexander Dupuis , Richard Olsen
2017
publications

This paper presents an autonomous effective trading system devoted to the support of decision-making processes in the financial market domain. Genetic programming (GP) has been used effectively as…

2017