预测交易时间为基础的盈利策略在外汇行业:使用澳大利亚外汇数据

Mihiran Rupasinghe, M. Halgamuge, N. Q. Vinh
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引用次数: 1

摘要

由于全球货币汇率的不断波动,在没有深入分析的情况下,很难对外汇市场的交易做出预测;因此,交易员很难盈利。本研究旨在分析外汇市场中交易开仓时间与盈利之间的关系,以帮助交易者增加交易的获利机会。我们开发了一种技术来观察最合适的交易时间和利润。这一技术可以帮助交易者提高赢得交易的机会,并通过确定他们保持交易的时间更长或更短是否更有可能盈利来获利。外汇数据集(N=1,000,000笔交易)来自澳大利亚的第三方经纪商数据库。收集的数据根据货币对的受欢迎程度进行了过滤。五个货币对(如欧元对美元,英镑对日元,美元对日元,英镑对美元和欧元对日元)进一步分析使用支持向量机(SVM)与径向基函数(RBF)核和K-Means聚类算法。它显示欧元兑美元和美元兑日元随着交易时间有敏感的利润变动。最高利润被观察到的交易时间在5到15分钟之间。我们的分析表明,时间较短的交易者比时间较长的交易者赚取更多的利润。因此,本研究表明,外汇交易者在市场具有独特的波动情况时获利。本研究可为外汇市场分析及外汇行业运用获利策略的研究提供参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Forecasting Trading-Time based Profit-Making Strategies in Forex Industry: Using Australian Forex Data
Due to the constant fluctuation on global currency rates, it is challenging to make predictions on trading in foreign exchange (Forex) currency market without an intensive analysis; hence, traders struggle to make a profit. This study aims to analyze the relationship between the trade open time and profit in the Forex currency market to help traders to increase the chance of winning trades and make a profit. We developed a technique to observe the most suitable time duration to trade and the profit. This technique assists traders to enhance the chance of winning trades and make a profit by identifying whether it is more likely to make a profit when they keep the trade opened for a longer time or a shorter time. A Forex dataset (N=1,000,000 trades) from a third-party broker database based in Australia has been used. The collected data were filtered according to the popularity of currency pairs. Five currency pairs (as EUR vs USD, GBP vs JPY, USD vs JPY, GBP vs USD and EUR vs JPY) were further analyzed using Support Vector Machine (SVM) with the Radial Basis Function (RBF) kernel and K-Means clustering algorithms. It showed that EUR vs USD and USD vs JPY have sensitive movements of profit with the trading time. The highest profit was observed trading time in between 5 to 15 minutes. Our analysis illustrates that shorter time traders are making more profits than the longer time traders. Hence, this study demonstrates that Forex traders make a profit when the market has a unique volatile situation. This study should be useful as a reference for researches in Forex market analyses and Forex Industry to utilize profitmaking strategies.
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