MQL4 and MQL5 Programming Articles

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Study the MQL5 language for programming trading strategies in numerous published articles mostly written by you - the community members. The articles are grouped into categories to help you quicker find answers to any questions related to programming: Integration, Tester, Trading Strategies, etc.

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Improved candlestick pattern recognition illustrated by the example of Doji
Improved candlestick pattern recognition illustrated by the example of Doji

Improved candlestick pattern recognition illustrated by the example of Doji

How to find more candlestick patterns than usual? Behind the simplicity of candlestick patterns, there is also a serious drawback, which can be eliminated by using the significantly increased capabilities of modern trading automation tools.
Library for easy and quick development of MetaTrader programs (part XVII): Interactivity of library objects
Library for easy and quick development of MetaTrader programs (part XVII): Interactivity of library objects

Library for easy and quick development of MetaTrader programs (part XVII): Interactivity of library objects

In this article, we are going to finish the development of the base object of all library objects, so that any library object based on it is able to interact with a user. For example, users will be able to set the maximum acceptable size of a spread for opening a position and a price level, upon reaching which an event from a symbol object is sent to the program with the spread or price level-based signal.
Patterns available when trading currency baskets. Part III
Patterns available when trading currency baskets. Part III

Patterns available when trading currency baskets. Part III

This is the final article devoted to the patterns that occur when trading currency pair baskets. It considers combined trend-following indicators and application of standard graphical constructions.
Fast Testing of Trading Ideas on the Chart
Fast Testing of Trading Ideas on the Chart

Fast Testing of Trading Ideas on the Chart

The article describes the method of fast visual testing of trading ideas. The method is based on the combination of a price chart, a signal indicator and a balance calculation indicator. I would like to share my method of searching for trading ideas, as well as the method I use for fast testing of these ideas.
Universal Expert Advisor Template
Universal Expert Advisor Template

Universal Expert Advisor Template

The article will help newbies in trading to create flexibly adjustable Expert Advisors.
Improving Panels: Adding transparency, changing background color and inheriting from CAppDialog/CWndClient
Improving Panels: Adding transparency, changing background color and inheriting from CAppDialog/CWndClient

Improving Panels: Adding transparency, changing background color and inheriting from CAppDialog/CWndClient

In this article, we continue studying the use of CAppDialog. Now we will learn how to set color for the background, borders and header of the dialog box. Also, this article provides a step-by-step description of how to add transparency for an application window when dragging it within the chart. We will consider how to create child classes of CAppDialog or CWndClient and analyze new specifics of working with controls. Finally, we will review new Projects from a new perspective.
Analyzing the Indicators Statistical Parameters
Analyzing the Indicators Statistical Parameters

Analyzing the Indicators Statistical Parameters

The technical analysis widely implements the indicators showing the basic quotes "more clearly" and allowing traders to perform analysis and forecast market prices movement. It's quite obvious that there is no sense in using the indicators, let alone applying them in creation of trading systems, unless we can solve the issues concerning initial quotes transformation and the obtained result credibility. In this article we show that there are serious reasons for such a conclusion.
DIY multi-threaded asynchronous MQL5 WebRequest
DIY multi-threaded asynchronous MQL5 WebRequest

DIY multi-threaded asynchronous MQL5 WebRequest

The article describes the library allowing you to increase the efficiency of working with HTTP requests in MQL5. Execution of WebRequest in non-blocking mode is implemented in additional threads that use auxiliary charts and Expert Advisors, exchanging custom events and reading shared resources. The source codes are applied as well.
What is Martingale and Is It Reasonable to Use It?
What is Martingale and Is It Reasonable to Use It?

What is Martingale and Is It Reasonable to Use It?

This article contains a detailed description of the Martingale system, as well as precise mathematical calculations, necessary for answering the question: "Is it reasonable to use Martingale?".
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WebSockets for MetaTrader 5 — Using the Windows API

WebSockets for MetaTrader 5 — Using the Windows API

In this article, we will use the WinHttp.dll to create a WebSocket client for MetaTrader 5 programs. The client will ultimately be implemented as a class and also tested against the Deriv.com WebSocket API.
Evaluating the ability of Fractal index and Hurst exponent to predict financial time series
Evaluating the ability of Fractal index and Hurst exponent to predict financial time series

Evaluating the ability of Fractal index and Hurst exponent to predict financial time series

Studies related to search for the fractal behavior of financial data suggest that behind the seemingly chaotic behavior of economic time series there are hidden stable mechanisms of participants' collective behavior. These mechanisms can lead to the emergence of price dynamics on the exchange, which can define and describe specific properties of price series. When applied to trading, one could benefit from the indicators which can efficiently and reliably estimate the fractal parameters in the scale and time frame, which are relevant in practice.
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Custom symbols: Practical basics

Custom symbols: Practical basics

The article is devoted to the programmatic generation of custom symbols which are used to demonstrate some popular methods for displaying quotes. It describes a suggested variant of minimally invasive adaptation of Expert Advisors for trading a real symbol from a derived custom symbol chart. MQL source codes are attached to this article.
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Learn how to design a trading system by ATR

Learn how to design a trading system by ATR

In this article, we will learn a new technical tool that can be used in trading, as a continuation within the series in which we learn how to design simple trading systems. This time we will work with another popular technical indicator: Average True Range (ATR).
The Optimal Method for Calculation of Total Position Volume by Specified Magic Number
The Optimal Method for Calculation of Total Position Volume by Specified Magic Number

The Optimal Method for Calculation of Total Position Volume by Specified Magic Number

The problem of calculation of the total position volume of the specified symbol and magic number is considered in this article. The proposed method requests only the minimum necessary part of the history of deals, finds the closest time when the total position was equal to zero, and performs the calculations with the recent deals. Working with global variables of the client terminal is also considered.
Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4
Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4

Ready-made Expert Advisors from the MQL5 Wizard work in MetaTrader 4

The article offers a simple emulator of the MetaTrader 5 trading environment for MetaTrader 4. The emulator implements migration and adjustment of trade classes of the Standard Library. As a result, Expert Advisors generated in the MetaTrader 5 Wizard can be compiled and executed in MetaTrader 4 without changes.
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Neural networks made easy (Part 7): Adaptive optimization methods

Neural networks made easy (Part 7): Adaptive optimization methods

In previous articles, we used stochastic gradient descent to train a neural network using the same learning rate for all neurons within the network. In this article, I propose to look towards adaptive learning methods which enable changing of the learning rate for each neuron. We will also consider the pros and cons of this approach.
OOP in MQL5 by Example: Processing Warning and Error Codes
OOP in MQL5 by Example: Processing Warning and Error Codes

OOP in MQL5 by Example: Processing Warning and Error Codes

The article describes an example of creating a class for working with the trade server return codes and all the errors that occur during the MQL-program run. Read the article, and you will learn how to work with classes and objects in MQL5. At the same time, this is a convenient tool for handling errors; and you can further change this tool according to your specific needs.
Graphical Interfaces X: Updates for Easy And Fast Library (Build 2)
Graphical Interfaces X: Updates for Easy And Fast Library (Build 2)

Graphical Interfaces X: Updates for Easy And Fast Library (Build 2)

Since the publication of the previous article in the series, Easy And Fast library has received some new features. The library structure and code have been partially optimized slightly reducing CPU load. Some recurring methods in many control classes have been moved to the CElement base class.
Charts and diagrams in HTML
Charts and diagrams in HTML

Charts and diagrams in HTML

Today it is difficult to find a computer that does not have an installed web-browser. For a long time browsers have been evolving and improving. This article discusses the simple and safe way to create of charts and diagrams, based on the the information, obtained from MetaTrader 5 client terminal for displaying them in the browser.
Reversing: Formalizing the entry point and developing a manual trading algorithm
Reversing: Formalizing the entry point and developing a manual trading algorithm

Reversing: Formalizing the entry point and developing a manual trading algorithm

This is the last article within the series devoted to the Reversing trading strategy. Here we will try to solve the problem, which caused the testing results instability in previous articles. We will also develop and test our own algorithm for manual trading in any market using the reversing strategy.
An Insight Into Accumulation/Distribution And Where It Can Get You
An Insight Into Accumulation/Distribution And Where It Can Get You

An Insight Into Accumulation/Distribution And Where It Can Get You

The Accumulation/Distribution (A/D) Indicator has one interesting feature - a breakout of the trend line plotted in this indicator chart suggests, with a certain degree of probability, a forthcoming breakout of the trend line in the price chart. This article will be useful and interesting for those who are new to programming in MQL4. Having this in view, I have tried to present the information in an easy to grasp manner and use the simplest code structures.
Developing graphical interfaces based on .Net Framework and C# (part 2): Additional graphical elements
Developing graphical interfaces based on .Net Framework and C# (part 2): Additional graphical elements

Developing graphical interfaces based on .Net Framework and C# (part 2): Additional graphical elements

The article is a follow-up of the previous publication "Developing graphical interfaces for Expert Advisors and indicators based on .Net Framework and C#". It introduces new graphical elements for creating graphical interfaces.
Library for easy and quick development of MetaTrader programs (part XXIV): Base trading class - auto correction of invalid parameters
Library for easy and quick development of MetaTrader programs (part XXIV): Base trading class - auto correction of invalid parameters

Library for easy and quick development of MetaTrader programs (part XXIV): Base trading class - auto correction of invalid parameters

In this article, we will have a look at the handler of invalid trading order parameters and improve the trading event class. Now all trading events (both single ones and the ones occurred simultaneously within one tick) will be defined in programs correctly.
Easy Stock Market Trading with MetaTrader
Easy Stock Market Trading with MetaTrader

Easy Stock Market Trading with MetaTrader

This article raises the issues of automated trading on the stock market. Examples of MetaTrader 4 and QUIK integration are provided for your information. In addition to that, you can familiarize yourself with MetaTrader advantages aimed at solving this issue, and see how a trading robot can perform operations on MICEX.
Better Programmer (Part 06): 9 habits that lead to effective coding
Better Programmer (Part 06): 9 habits that lead to effective coding

Better Programmer (Part 06): 9 habits that lead to effective coding

It's not always all about writing the code that leads to effective coding. There are certain habits that I have found in my experience that lead to effective coding. We are going to discuss some of them in detail in this article. This is a must-read article for every programmer who wants to improve their ability to write complex algorithms with less hassle.
A Method of Drawing the Support/Resistance Levels
A Method of Drawing the Support/Resistance Levels

A Method of Drawing the Support/Resistance Levels

This article describes the process of creating a simple script for detecting the support/resistance levels. It is written for beginners, so you can find the detailed explanation of every stage of the process. However, though the script is very simple, the article will be also useful for advanced traders and the users of the MetaTrader 4 platform. It contains the examples of the data export into the tabular format, the import of the table to Microsoft Excel and plotting the charts for the further detailed analysis.
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Manual charting and trading toolkit (Part II). Chart graphics drawing tools

Manual charting and trading toolkit (Part II). Chart graphics drawing tools

This is the next article within the series, in which I show how I created a convenient library for manual application of chart graphics by utilizing keyboard shortcuts. The tools used include straight lines and their combinations. In this part, we will view how the drawing tools are applied using the functions described in the first part. The library can be connected to any Expert Advisor or indicator which will greatly simplify the charting tasks. This solution DOES NOT use external dlls, while all the commands are implemented using built-in MQL tools.
Learn how to design a trading system by ADX
Learn how to design a trading system by ADX

Learn how to design a trading system by ADX

In this article, we will continue our series about designing a trading system using the most popular indicators and we will talk about the average directional index (ADX) indicator. We will learn this indicator in detail to understand it well and we will learn how we to use it through a simple strategy. By learning something deeply we can get more insights and we can use it better.
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Practical application of neural networks in trading (Part 2). Computer vision

Practical application of neural networks in trading (Part 2). Computer vision

The use of computer vision allows training neural networks on the visual representation of the price chart and indicators. This method enables wider operations with the whole complex of technical indicators, since there is no need to feed them digitally into the neural network.
MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window
MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window

MQL5 Cookbook - Creating a ring buffer for fast calculation of indicators in a sliding window

The ring buffer is the simplest and the most efficient way to arrange data when performing calculations in a sliding window. The article describes the algorithm and shows how it simplifies calculations in a sliding window and makes them more efficient.
Studying candlestick analysis techniques (Part II): Auto search for new patterns
Studying candlestick analysis techniques (Part II): Auto search for new patterns

Studying candlestick analysis techniques (Part II): Auto search for new patterns

In the previous article, we analyzed 14 patterns selected from a large variety of existing candlestick formations. It is impossible to analyze all the patterns one by one, therefore another solution was found. The new system searches and tests new candlestick patterns based on known candlestick types.
Trading Strategy Based on Pivot Points Analysis
Trading Strategy Based on Pivot Points Analysis

Trading Strategy Based on Pivot Points Analysis

Pivot Points (PP) analysis is one of the simplest and most effective strategies for high intraday volatility markets. It was used as early as in the precomputer times, when traders working at stocks could not use any ADP equipment, except for counting frames and arithmometers.
Self-adapting algorithm (Part IV): Additional functionality and tests
Self-adapting algorithm (Part IV): Additional functionality and tests

Self-adapting algorithm (Part IV): Additional functionality and tests

I continue filling the algorithm with the minimum necessary functionality and testing the results. The profitability is quite low but the articles demonstrate the model of the fully automated profitable trading on completely different instruments traded on fundamentally different markets.
Layman's Notes: ZigZag…
Layman's Notes: ZigZag…

Layman's Notes: ZigZag…

Surely, a fey thought to trade closely to extremums visited every apprentice trader when he/she saw "enigmatic" polyline for the first time. It's so simple, indeed. Here is the maximum. And there is the minimum. A beautiful picture on the history. And what is in practice? A ray is drawn. It should seem, that is it, the peak! It is time to sell. And now we go down. But hell no! The price is treacherously moving upwards. Haw! It's a trifle, not an indicator. And you throw it out!
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Neural networks made easy (Part 4): Recurrent networks

Neural networks made easy (Part 4): Recurrent networks

We continue studying the world of neural networks. In this article, we will consider another type of neural networks, recurrent networks. This type is proposed for use with time series, which are represented in the MetaTrader 5 trading platform by price charts.
Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)
Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)

Graphical Interfaces X: Text Edit box, Picture Slider and simple controls (build 5)

This article will consider new controls: Text Edit box, Picture Slider, as well as additional simple controls: Text label and Picture. The library continues to grow, and in addition to introduction of new controls, the previously created ones are also being improved.
Modeling time series using custom symbols according to specified distribution laws
Modeling time series using custom symbols according to specified distribution laws

Modeling time series using custom symbols according to specified distribution laws

The article provides an overview of the terminal's capabilities for creating and working with custom symbols, offers options for simulating a trading history using custom symbols, trend and various chart patterns.
Multicurrency monitoring of trading signals (Part 5): Composite signals
Multicurrency monitoring of trading signals (Part 5): Composite signals

Multicurrency monitoring of trading signals (Part 5): Composite signals

In the fifth article related to the creation of a trading signal monitor, we will consider composite signals and will implement the necessary functionality. In earlier versions, we used simple signals, such as RSI, WPR and CCI, and we also introduced the possibility to use custom indicators.
Probability theory and mathematical statistics with examples (part I): Fundamentals and elementary theory
Probability theory and mathematical statistics with examples (part I): Fundamentals and elementary theory

Probability theory and mathematical statistics with examples (part I): Fundamentals and elementary theory

Trading is always about making decisions in the face of uncertainty. This means that the results of the decisions are not quite obvious at the time these decisions are made. This entails the importance of theoretical approaches to the construction of mathematical models allowing us to describe such cases in meaningful manner.
Applying OLAP in trading (part 3): Analyzing quotes for the development of trading strategies
Applying OLAP in trading (part 3): Analyzing quotes for the development of trading strategies

Applying OLAP in trading (part 3): Analyzing quotes for the development of trading strategies

In this article we will continue dealing with the OLAP technology applied to trading. We will expand the functionality presented in the first two articles. This time we will consider the operational analysis of quotes. We will put forward and test the hypotheses on trading strategies based on aggregated historical data. The article presents Expert Advisors for studying bar patterns and adaptive trading.