APPLYING ARTIFICIAL INTELLIGENCE TO ENHANCE THE QUALITY OF AUTOMATED FOREX TRADING SYSTEMS

Trend-following trading is a popular strategy in automated forex trading. This approach achieves high profitability and success rates in trending markets. However, this strategy performs poorly in non-trending markets, such as choppy, range-bound, or sideways markets. In this study, we focus on leveraging artificial intelligence - specifically, LSTM networks—to filter out suboptimal trades by predicting market trends. The experimental results were quite surprising: applying artificial intelligence to the automated trading system enabled us to eliminate more than 70% of the ineffective trades generated by the existing trend-following system. Keywords: Expert Advisor System; RNN; LSTM; Time Series; Forex Strategy

Authors

Publication Details

Journal
Vinh University Journal of Science
Published
2025-09-20
DOI
https://doi.org/10.56824/vujs.2025a086a
Primary Topic
Modeling, Simulation, and Optimization
Type
article
Field-Weighted Citation Impact
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article

APPLYING ARTIFICIAL INTELLIGENCE TO ENHANCE THE QUALITY OF AUTOMATED FOREX TRADING SYSTEMS

MAI Van Hoan
Vinh University Journal of Science
Modeling, Simulation, and Optimization
article

APPLYING ARTIFICIAL INTELLIGENCE TO ENHANCE THE QUALITY OF AUTOMATED FOREX TRADING SYSTEMS

MAI Van Hoan
article en

Abstract

Trend-following trading is a popular strategy in automated forex trading. This approach achieves high profitability and success rates in trending markets. However, this strategy performs poorly in non-trending markets, such as choppy, range-bound, or sideways markets. In this study, we focus on leveraging artificial intelligence - specifically, LSTM networks—to filter out suboptimal trades by predicting market trends. The experimental results were quite surprising: applying artificial intelligence to the automated trading system enabled us to eliminate more than 70% of the ineffective trades generated by the existing trend-following system. Keywords: Expert Advisor System; RNN; LSTM; Time Series; Forex Strategy

Vinh University Journal of ScienceVol. 54(3A)
Openalex Percentile: Top 67%
Modeling, Simulation, and Optimization
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