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Experts

MarketPredictor - MetaTrader 5용 expert

Mustafa Seyyid Sahin
게시자:
Mustafa Seyyid Sahin
조회수:
7922
평가:
(8)
게시됨:
2024.12.11 00:41
업데이트됨:
2025.01.29 14:44
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Open-Source Project: MarketPredictor for MetaTrader 5

Hello everyone,

I’m excited to introduce my open-source project, MarketPredictor, an innovative Expert Advisor (EA) for MetaTrader 5. The MarketPredictor leverages proven mathematical models such as Sinusoidal functions, Fast Fourier Transform (FFT), Sigmoid functions, and Monte Carlo simulations to precisely analyze and predict market movements. This project is designed for developers, math enthusiasts, and traders who are passionate about the intersection of technology and financial markets.


Mathematical Foundations:

  • Sinusoidal Functions: Models cyclical price movements and helps identify long-term trends.
  • Fast Fourier Transform (FFT): Analyzes historical price data to identify dominant frequency patterns.
  • Sigmoid Functions: Captures nonlinear market movements while factoring in volatility.
  • Monte Carlo Simulations: Forecasts future price scenarios by modeling random deviations.

Project Status and Current Challenges:

The EA has been developed with extensive trading logic and analytical functions. However, it is currently not executing trades, even though the trading strategy is implemented. This project is released as open source to collaborate with the community to resolve this issue and improve the EA.


What Does the MarketPredictor Do?

  • Sinusoidal Component: Identifies cyclical patterns and market trends using random frequencies.
  • Fractal Component (FFT): Decomposes historical price data to analyze dominant trends.
  • Sigmoid Component: Models the impact of price jumps and volatility.
  • Monte Carlo Simulation: Simulates future price movements and calculates average predictions.
  • Trading Logic: Executes buy and sell decisions based on predicted prices and predefined thresholds.

How You Can Help:

  • Parameter Optimization: Are there additional parameters that could be introduced or adjusted?
  • Improving Trading Logic: What strategies could be added to enhance effectiveness?
  • Bug Fixes: Why are trades not being executed? Are there optimizations for the logic?
  • Performance Enhancements: What approaches could improve the EA's efficiency and speed?
  • Advanced Analytical Tools: Which additional mathematical or statistical models could be integrated?

Repository and License:

The full source code is available on GitHub:
ComplexMarketPredictor for MetaTrader 5 – GitHub Repository

License: This project is published under the attached license, which clearly outlines the terms of use and redistribution of the code. Please carefully review the license to avoid any misunderstandings. The uploaded license file defines precisely what rights and restrictions apply.


Important Note:

Please thoroughly test the MarketPredictor on a demo account and conduct extensive backtesting before using it in a live environment. This will ensure the EA’s reliability and performance.


I look forward to your feedback, suggestions, and contributions! Together, we can develop this project into a powerful and valuable tool.

Best regards,
Mustafa Seyyid Sahin



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