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Support Vector Machine Learning Trader
Info
The Support Vector Machine Learning Trader is a Expert Advisor for MetaTrader 5 that the example expert advisor ("svmtrader") demonstrates the utilization of the support vector machine (svm) learning tool for trading strategies. This Expert Advisor operates as follows:Two SVMs are created using the SVMachineTool library, one for signaling 'buy' trades and the other for 'sell' trades.
Usage
This tool is typically used for automated trading on major forex pairs and gold.
Platform
This Expert Advisor works exclusively on MetaTrader 5 (both build 600+ and newer versions).
Setup
Place the downloaded file in MQL5/Experts folder via File ? Open Data Folder in MetaTrader 5.
How to Install and Use Support Vector Machine Learning Trader
1. Installation: Open the "File" menu, select "Open Data Folder," navigate to MQL/Experts, paste your file, and restart the terminal.
2. Activation: Drag the EA from the Navigator onto a chart, ensure "Allow live trading" is checked in the Common tab, and verify the AutoTrading button is green.
3. Optimization: Right-click your chart, choose "Expert List," click "Properties" to adjust inputs, and save your preferred setup as a set file for future use.
4. Maintenance: Regularly check the "Experts" tab in the terminal window to monitor trade logs and potential execution errors.
Frequently Asked Questions
Q: Why is my EA not opening trades? A: Check the "AutoTrading" button, ensure "Allow live trading" is enabled, and verify your broker allows automated trading on your account type.
Q: Can I run multiple EAs on one chart? A: No, each chart can only host one active EA; however, you can open multiple charts for different currency pairs to run several EAs.
Q: What does the "smiley face" icon mean? A: A smiley face in the top-right corner of the chart indicates the EA is successfully running; a frowny face means it is disabled.
What this tool does
The example Expert Advisor ("SVMTrader") demonstrates the utilization of the Support Vector Machine (SVM) learning tool for trading strategies.
Typical Use Case
This Expert Advisor excels in automated trading and technical analysis on MetaTrader 5.
Compatible Platform & Setup
This Expert Advisor works on MetaTrader 5. Place the file in the MQL5/Experts folder and restart the terminal.
Description & Settings
Related: schnick [Support Vector Machine Learning Tool Tester] - another powerful expert for MetaTrader 5 traders.
The example Expert Advisor ("SVMTrader") demonstrates the utilization of the Support Vector Machine (SVM) learning tool for trading strategies. This Expert Advisor operates as follows:Also recommended: bollinger bands as support & resistance - similar expert with strong performance on MetaTrader 5.
Two SVMs are created using the SVMachineTool library, one for signaling 'buy' trades and the other for 'sell' trades.
Seven standard indicators are initialized, and their handles are stored in an integer array. Any combination of indicators can be used as inputs, provided they are passed to the SVM in a single array.
The array of indicator handles is then passed to the newly created SVMs.
Historical price data, along with the array of indicator handles and other parameters, is used to generate inputs and outputs for training the SVMs.
After generating the inputs and outputs, the SVMs are trained.
The trained SVMs are utilized in the EA to signal new trades. When a buy or sell signal is generated, the trade is executed with manually set stop-loss and take-profit orders.
This Expert Advisor is designed to facilitate experimentation with the SVM learning tool. Users are encouraged to customize the EA to align with their trading strategies and preferences.
You may also like: support resist trade - excellent alternative for expert users on MetaTrader 5.
Source Code
#property copyright "robotfx"
#property link "https://robotfx.org"
#property version "1.00"
#property indicator_buffers 7
#import "svmachinetool.ex5"
enum enum_trade {buy,sell};
enum enum_option {op_memory,op_maxcycles,op_tolerance};
int initsvmachine(void);
void setindicatorhandles(int handle,int &indicatorhandles[],int offset,int n);
void setparameter(int handle,enum_option option,double value);.......
⚠ Limitations & Risk Warning
- This tool is provided for educational and testing purposes only.
- Past performance does not guarantee future results.
- Trading involves substantial risk of loss. Use on a demo account first.
- Results may vary depending on market conditions, broker, and settings.
- We recommend thorough backtesting and forward testing before using with real funds.