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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Library for easy and quick development of MetaTrader programs (part XIII): Account object events
Library for easy and quick development of MetaTrader programs (part XIII): Account object events

Library for easy and quick development of MetaTrader programs (part XIII): Account object events

The article considers working with account events for tracking important changes in account properties affecting the automated trading. We have already implemented some functionality for tracking account events in the previous article when developing the account object collection.
Learn how to design a trading system by MACD
Learn how to design a trading system by MACD

Learn how to design a trading system by MACD

In this article, we will learn a new tool from our series: we will learn how to design a trading system based on one of the most popular technical indicators Moving Average Convergence Divergence (MACD).
Why Is It Important to Update MetaTrader 4 to the Latest Build by August 1?
Why Is It Important to Update MetaTrader 4 to the Latest Build by August 1?

Why Is It Important to Update MetaTrader 4 to the Latest Build by August 1?

From August 1, 2014, MetaTrader 4 desktop terminals older than build 600 will no longer be supported. However, many traders still work with outdated versions and are unaware of the updated platform's features. We have put a lot of effort into development and would like to move on with traders and abandon the older builds. In this article, we will describe the advantages of the new MetaTrader 4.
Library for easy and quick development of MetaTrader programs (part XXI): Trading classes - Base cross-platform trading object
Library for easy and quick development of MetaTrader programs (part XXI): Trading classes - Base cross-platform trading object

Library for easy and quick development of MetaTrader programs (part XXI): Trading classes - Base cross-platform trading object

In this article, we will start the development of the new library section - trading classes. Besides, we will consider the development of a unified base trading object for MetaTrader 5 and MetaTrader 4 platforms. When sending a request to the server, such a trading object implies that verified and correct trading request parameters are passed to it.
To Sleep, or Not to Sleep?
To Sleep, or Not to Sleep?

To Sleep, or Not to Sleep?

An alternative use of the Sleep() function in the realization of pauses between EA's actions is proposed. The approach under consideration allows a smart use of machine time.
MQL5 Programming Basics: Lists
MQL5 Programming Basics: Lists

MQL5 Programming Basics: Lists

The new version of the programming language for trading strategy development, MQL [MQL5], provides more powerful and effective features as compared with the previous version [MQL4]. The advantage essentially lies in the object-oriented programming features. This article looks into the possibility of using complex custom data types, such as nodes and lists. It also provides an example of using lists in practical programming in MQL5.
Comparing speeds of self-caching indicators
Comparing speeds of self-caching indicators

Comparing speeds of self-caching indicators

The article compares the classic MQL5 access to indicators with alternative MQL4-style methods. Several varieties of MQL4-style access to indicators are considered: with and without the indicator handles caching. Considering the indicator handles inside the MQL5 core is analyzed as well.
Using spreadsheets to build trading strategies
Using spreadsheets to build trading strategies

Using spreadsheets to build trading strategies

The article describes the basic principles and methods that allow you to analyze any strategy using spreadsheets (Excel, Calc, Google). The obtained results are compared with MetaTrader 5 tester.
Order Strategies. Multi-Purpose Expert Advisor
Order Strategies. Multi-Purpose Expert Advisor

Order Strategies. Multi-Purpose Expert Advisor

This article centers around strategies that actively use pending orders, a metalanguage that can be created to formally describe such strategies and the use of a multi-purpose Expert Advisor whose operation is based on those descriptions
OpenCL: The Bridge to Parallel Worlds
OpenCL: The Bridge to Parallel Worlds

OpenCL: The Bridge to Parallel Worlds

In late January 2012, the software development company that stands behind the development of MetaTrader 5 announced native support for OpenCL in MQL5. Using an illustrative example, the article sets forth the programming basics in OpenCL in the MQL5 environment and provides a few examples of the naive optimization of the program for the increase of operating speed.
How to Export Quotes from МetaTrader 5 to .NET Applications Using WCF Services
How to Export Quotes from МetaTrader 5 to .NET Applications Using WCF Services

How to Export Quotes from МetaTrader 5 to .NET Applications Using WCF Services

Want to organize export of quotes from MetaTrader 5 to your own application? The MQL5-DLL junction allows to create such solutions! This article will show you one of the ways to export quotes from MetaTrader 5 to applications written in .NET. For me it was more interesting, rational and easy to implement export of quotes using this very platform. Unfortunately, version 5 still does not support .NET, so like in old days we will use win32 dll with .NET support as an interlayer.
Thomas DeMark's contribution to technical analysis
Thomas DeMark's contribution to technical analysis

Thomas DeMark's contribution to technical analysis

The article details TD points and TD lines discovered by Thomas DeMark. Their practical implementation is revealed. In addition to that, a process of writing three indicators and two Expert Advisors using the concepts of Thomas DeMark is demonstrated.
Studying candlestick analysis techniques (part I): Checking existing patterns
Studying candlestick analysis techniques (part I): Checking existing patterns

Studying candlestick analysis techniques (part I): Checking existing patterns

In this article, we will consider popular candlestick patterns and will try to find out if they are still relevant and effective in today's markets. Candlestick analysis appeared more than 20 years ago and has since become quite popular. Many traders consider Japanese candlesticks the most convenient and easily understandable asset price visualization form.
Developing Pivot Mean Oscillator: a novel Indicator for the Cumulative Moving Average
Developing Pivot Mean Oscillator: a novel Indicator for the Cumulative Moving Average

Developing Pivot Mean Oscillator: a novel Indicator for the Cumulative Moving Average

This article presents Pivot Mean Oscillator (PMO), an implementation of the cumulative moving average (CMA) as a trading indicator for the MetaTrader platforms. In particular, we first introduce Pivot Mean (PM) as a normalization index for timeseries that computes the fraction between any data point and the CMA. We then build PMO as the difference between the moving averages applied to two PM signals. Some preliminary experiments carried out on the EURUSD symbol to test the efficacy of the proposed indicator are also reported, leaving ample space for further considerations and improvements.
Risk Evaluation in the Sequence of Deals with One Asset. Continued
Risk Evaluation in the Sequence of Deals with One Asset. Continued

Risk Evaluation in the Sequence of Deals with One Asset. Continued

The article develops the ideas proposed in the previous part and considers them further. It describes the problems of yield distributions, plotting and studying statistical regularities.
Forecasting Time Series (Part 2): Least-Square Support-Vector Machine (LS-SVM)
Forecasting Time Series (Part 2): Least-Square Support-Vector Machine (LS-SVM)

Forecasting Time Series (Part 2): Least-Square Support-Vector Machine (LS-SVM)

This article deals with the theory and practical application of the algorithm for forecasting time series, based on support-vector method. It also proposes its implementation in MQL and provides test indicators and Expert Advisors. This technology has not been implemented in MQL yet. But first, we have to get to know math for it.
Extract profit down to the last pip
Extract profit down to the last pip

Extract profit down to the last pip

The article describes an attempt to combine theory with practice in the algorithmic trading field. Most of discussions concerning the creation of Trading Systems is connected with the use of historic bars and various indicators applied thereon. This is the most well covered field and thus we will not consider it. Bars represent a very artificial entity; therefore we will work with something closer to proto-data, namely the price ticks.
Econometric approach to finding market patterns: Autocorrelation, Heat Maps and Scatter Plots
Econometric approach to finding market patterns: Autocorrelation, Heat Maps and Scatter Plots

Econometric approach to finding market patterns: Autocorrelation, Heat Maps and Scatter Plots

The article presents an extended study of seasonal characteristics: autocorrelation heat maps and scatter plots. The purpose of the article is to show that "market memory" is of seasonal nature, which is expressed through maximized correlation of increments of arbitrary order.
Practical application of correlations in trading
Practical application of correlations in trading

Practical application of correlations in trading

In this article, we will analyze the concept of correlation between variables, as well as methods for the calculation of correlation coefficients and their practical use in trading. Correlation is a statistical relationship between two or more random variables (or quantities which can be considered random with some acceptable degree of accuracy). Changes in one ore more variables lead to systematic changes of other related variables.
Statistical distributions in the form of histograms without indicator buffers and arrays
Statistical distributions in the form of histograms without indicator buffers and arrays

Statistical distributions in the form of histograms without indicator buffers and arrays

The article discusses the possibility of plotting statistical distribution histograms of market conditions with the help of the graphical memory meaning no indicator buffers and arrays are applied. Sample histograms are described in details and the "hidden" functionality of MQL5 graphical objects is shown.
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Continuous Walk-Forward Optimization (Part 5): Auto Optimizer project overview and creation of a GUI

Continuous Walk-Forward Optimization (Part 5): Auto Optimizer project overview and creation of a GUI

This article provides further description of the walk-forward optimization in the MetaTrader 5 terminal. In previous articles, we considered methods for generating and filtering the optimization report and started analyzing the internal structure of the application responsible for the optimization process. The Auto Optimizer is implemented as a C# application and it has its own graphical interface. The fifth article is devoted to the creation of this graphical interface.
Graphical Interfaces X: The Multiline Text box control (build 8)
Graphical Interfaces X: The Multiline Text box control (build 8)

Graphical Interfaces X: The Multiline Text box control (build 8)

The Multiline Text box control is discussed. Unlike the graphical objects of the OBJ_EDIT type, the presented version will not have restrictions on the number of input characters. It also adds the mode for turning the text box into a simple text editor, where the cursor can be moved using the mouse or keys.
EA remote control methods
EA remote control methods

EA remote control methods

The main advantage of trading robots lies in the ability to work 24 hours a day on a remote VPS server. But sometimes it is necessary to intervene in their work, while there may be no direct access to the server. Is it possible to manage EAs remotely? The article proposes one of the options for controlling EAs via external commands.
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Visualize this! MQL5 graphics library similar to 'plot' of R language

Visualize this! MQL5 graphics library similar to 'plot' of R language

When studying trading logic, visual representation in the form of graphs is of great importance. A number of programming languages popular among the scientific community (such as R and Python) feature the special 'plot' function used for visualization. It allows drawing lines, point distributions and histograms to visualize patterns. In MQL5, you can do the same using the CGraphics class.
Money-Making Algorithms Employing Trailing Stop
Money-Making Algorithms Employing Trailing Stop

Money-Making Algorithms Employing Trailing Stop

This article's objective is to study profitability of algorithms with different entries into trades and exits using trailing stop. Entry types to be used are random entry and reverse entry. Stop orders to be used are trailing stop and trailing take. The article demonstrates money-making algorithms with a profitability of about 30% per annum.
Controlled optimization: Simulated annealing
Controlled optimization: Simulated annealing

Controlled optimization: Simulated annealing

The Strategy Tester in the MetaTrader 5 trading platform provides only two optimization options: complete search of parameters and genetic algorithm. This article proposes a new method for optimizing trading strategies — Simulated annealing. The method's algorithm, its implementation and integration into any Expert Advisor are considered. The developed algorithm is tested on the Moving Average EA.
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Continuous Walk-Forward Optimization (Part 2): Mechanism for creating an optimization report for any robot

Continuous Walk-Forward Optimization (Part 2): Mechanism for creating an optimization report for any robot

The first article within the Walk-Through Optimization series described the creation of a DLL to be used in our auto optimizer. This continuation is entirely devoted to the MQL5 language.
A DLL for MQL5 in 10 Minutes (Part II): Creating with Visual Studio 2017
A DLL for MQL5 in 10 Minutes (Part II): Creating with Visual Studio 2017

A DLL for MQL5 in 10 Minutes (Part II): Creating with Visual Studio 2017

The original basic article has not lost its relevance and thus if you are interested in this topic, be sure to read the first article. However much time has passed since then, so the current Visual Studio 2017 features an updated interface. The MetaTrader 5 platform has also acquired new features. The article provides a description of dll project development stages, as well as DLL setup and interaction with MetaTrader 5 tools.
Processing of trade events in Expert Advisor using the OnTrade() function
Processing of trade events in Expert Advisor using the OnTrade() function

Processing of trade events in Expert Advisor using the OnTrade() function

MQL5 gave a mass of innovations, including work with events of various types (timer events, trade events, custom events, etc.). Ability to handle events allows you to create completely new type of programs for automatic and semi-automatic trading. In this article we will consider trade events and write some code for the OnTrade() function, that will process the Trade event.
Universal Expert Advisor: Trading Modes of Strategies (Part 1)
Universal Expert Advisor: Trading Modes of Strategies (Part 1)

Universal Expert Advisor: Trading Modes of Strategies (Part 1)

Any Expert Advisor developer, regardless of programming skills, is daily confronted with the same trading tasks and algorithmic problems, which should be solved to organize a reliable trading process. The article describes the possibilities of the CStrategy trading engine that can undertake the solution of these tasks and provide a user with convenient mechanism for describing a custom trading idea.
Secrets of MetaTrader 4 Client Terminal: Alerting System
Secrets of MetaTrader 4 Client Terminal: Alerting System

Secrets of MetaTrader 4 Client Terminal: Alerting System

How to be aware of what happens in the terminal and on your account without permanent looking at the monitor. System events; custom events; wave and executable files; electronic messages; setting up SMTP server access; publications; setting up FTP server access.
Library for easy and quick development of MetaTrader programs (part XIV): Symbol object
Library for easy and quick development of MetaTrader programs (part XIV): Symbol object

Library for easy and quick development of MetaTrader programs (part XIV): Symbol object

In this article, we will create the class of a symbol object that is to be the basic object for creating the symbol collection. The class will allow us to obtain data on the necessary symbols for their further analysis and comparison.
How to copy signals using an EA by your rules?
How to copy signals using an EA by your rules?

How to copy signals using an EA by your rules?

When you subscribe to signals, such situation may occur: your trade account has a leverage of 1:100, the provider has a leverage of 1:500 and trades using the minimal lot, and your trade balances are virtually equal — but the copy ratio will comprise only 10% to 15%. This article describes how to increase the copy rate in such cases.
A Virtual Order Manager to track orders within the position-centric MetaTrader 5 environment
A Virtual Order Manager to track orders within the position-centric MetaTrader 5 environment

A Virtual Order Manager to track orders within the position-centric MetaTrader 5 environment

This class library can be added to an MetaTrader 5 Expert Advisor to enable it to be written with an order-centric approach broadly similar to MetaTrader 4, in comparison to the position-based approach of MetaTrader 5. It does this by keeping track of virtual orders at the MetaTrader 5 client terminal, while maintaining a protective broker stop for each position for disaster protection.
Working with Doubles in MQL4
Working with Doubles in MQL4

Working with Doubles in MQL4

In this note we will consider a typical programming errors, that occurs while working with double numbers in MQL4 programs.
Color optimization of trading strategies
Color optimization of trading strategies

Color optimization of trading strategies

In this article we will perform an experiment: we will color optimization results. The color is determined by three parameters: the levels of red, green and blue (RGB). There are other color coding methods, which also use three parameters. Thus, three testing parameters can be converted to one color, which visually represents the values. Read this article to find out if such a representation can be useful.
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Learn how to design a trading system by Fibonacci

Learn how to design a trading system by Fibonacci

In this article, we will continue our series of creating a trading system based on the most popular technical indicator. Here is a new technical tool which is the Fibonacci and we will learn how to design a trading system based on this technical indicator.
The Drawing Styles in MQL5
The Drawing Styles in MQL5

The Drawing Styles in MQL5

There are 6 drawing styles in MQL4 and 18 drawing styles in MQL5. Therefore, it may be worth writing an article to introduce MQL5's drawing styles. In this article, we will consider the details of drawing styles in MQL5. In addition, we will create an indicator to demonstrate how to use these drawing styles, and refine the plotting.
Learn how to design different Moving Average systems
Learn how to design different Moving Average systems

Learn how to design different Moving Average systems

There are many strategies that can be used to filter generated signals based on any strategy, even by using the moving average itself which is the subject of this article. So, the objective of this article is to share with you some of Moving Average Strategies and how to design an algorithmic trading system.
The Implementation of a Multi-currency Mode in MetaTrader 5
The Implementation of a Multi-currency Mode in MetaTrader 5

The Implementation of a Multi-currency Mode in MetaTrader 5

For a long time multi-currency analysis and multi-currency trading has been of interest to people. The opportunity to implement a full fledged multi-currency regime became possible only with the public release of MetaTrader 5 and the MQL5 programming language. In this article we propose a way to analyze and process all incoming ticks for several symbols. As an illustration, let's consider a multi-currency RSI indicator of the USDx dollar index.