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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Statistical Verification of the Labouchere Money Management System
Statistical Verification of the Labouchere Money Management System

Statistical Verification of the Labouchere Money Management System

In this article, we test the statistical properties of the Labouchere money management system. It is considered to be a less aggressive kind of Martingale, since bets are not doubled, but are raised by a certain amount instead.
Displaying of Support/Resistance Levels
Displaying of Support/Resistance Levels

Displaying of Support/Resistance Levels

The article deals with detecting and indicating Support/Resistance Levels in the MetaTrader 4 program. The convenient and universal indicator is based on a simple algorithm. The article also tackles such a useful topic as creation of a simple indicator that can display results from different timeframes in one workspace.
MQL5 Programming Basics: Global Variables of the  MetaTrader 5 Terminal
MQL5 Programming Basics: Global Variables of the  MetaTrader 5 Terminal

MQL5 Programming Basics: Global Variables of the MetaTrader 5 Terminal

Global variables of the terminal provide an indispensable tool for developing sophisticated and reliable Expert Advisors. If you master the global variables, you will no more be able to imagine developing EAs on MQL5 without them.
Strategy Tester: Modes of Modeling during Testing
Strategy Tester: Modes of Modeling during Testing

Strategy Tester: Modes of Modeling during Testing

Many programs of technical analysis allow to test trading strategies on history data. In the most cases, the testing is conducted on already completed data without any attempts to model the trends within a price bar. It was made quickly, but not precisely
False trigger protection for Trading Robot
False trigger protection for Trading Robot

False trigger protection for Trading Robot

Profitability of trading systems is defined not only by logic and precision of analyzing the financial instrument dynamics, but also by the quality of the performance algorithm of this logic. False trigger is typical for low quality performance of the main logic of a trading robot. Ways of solving the specified problem are considered in this article.
Trading with Donchian Channels
Trading with Donchian Channels

Trading with Donchian Channels

In this article, we develop and tests several strategies based on the Donchian channel using various indicator filters. We also perform a comparative analysis of their operation.
Reversal patterns: Testing the Head and Shoulders pattern
Reversal patterns: Testing the Head and Shoulders pattern

Reversal patterns: Testing the Head and Shoulders pattern

This article is a follow-up to the previous one called "Reversal patterns: Testing the Double top/bottom pattern". Now we will have a look at another well-known reversal pattern called Head and Shoulders, compare the trading efficiency of the two patterns and make an attempt to combine them into a single trading system.
MQL as a Markup Tool for the Graphical Interface of MQL Programs. Part 1
MQL as a Markup Tool for the Graphical Interface of MQL Programs. Part 1

MQL as a Markup Tool for the Graphical Interface of MQL Programs. Part 1

This paper proposes a new conception to describe the window interface of MQL programs, using the structures of MQL. Special classes transform the viewable MQL markup into the GUI elements and allow manage them, set up their properties, and process the events in a unified manner. It also provides some examples of using the markup for the dialogs and elements of a standard library.
LifeHack for traders: Fast food made of indicators
LifeHack for traders: Fast food made of indicators

LifeHack for traders: Fast food made of indicators

If you have newly switched to MQL5, then this article will be useful. First, the access to the indicator data and series is done in the usual MQL4 style. Second, this entire simplicity is implemented in MQL5. All functions are as clear as possible and perfectly suited for step-by-step debugging.
Implementing a Scalping Market Depth Using the CGraphic Library
Implementing a Scalping Market Depth Using the CGraphic Library

Implementing a Scalping Market Depth Using the CGraphic Library

In this article, we will create the basic functionality of a scalping Market Depth tool. Also, we will develop a tick chart based on the CGraphic library and integrate it with the order book. Using the described Market Depth, it will be possible to create a powerful assistant tool for short-term trading.
Applying fuzzy logic in trading by means of MQL4
Applying fuzzy logic in trading by means of MQL4

Applying fuzzy logic in trading by means of MQL4

The article deals with examples of applying fuzzy set theory in trading by means of MQL4. The use of FuzzyNet library for MQL4 in the development of an indicator and an Expert Advisor is described as well.
The Flag Pattern
The Flag Pattern

The Flag Pattern

The article provides the analysis of the following patterns: Flag, Pennant, Wedge, Rectangle, Contracting Triangle, Expanding Triangle. In addition to analyzing their similarities and differences, we will create indicators for detecting these patterns on the chart, as well as a tester indicator for the fast evaluation of their effectiveness.
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Programming a Deep Neural Network from Scratch using MQL Language

Programming a Deep Neural Network from Scratch using MQL Language

This article aims to teach the reader how to make a Deep Neural Network from scratch using the MQL4/5 language.
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Learn Why and How to Design Your Algorithmic Trading System

Learn Why and How to Design Your Algorithmic Trading System

This article shows the basics of MQL for beginners to design their Algorithmic trading system (Expert Advisor) through designing a simple algorithmic trading system after mentioning some basics of MQL5
Visualize a Strategy in the MetaTrader 5 Tester
Visualize a Strategy in the MetaTrader 5 Tester

Visualize a Strategy in the MetaTrader 5 Tester

We all know the saying "Better to see once than hear a hundred times". You can read various books about Paris or Venice, but based on the mental images you wouldn't have the same feelings as on the evening walk in these fabulous cities. The advantage of visualization can easily be projected on any aspect of our lives, including work in the market, for example, the analysis of price on charts using indicators, and of course, the visualization of strategy testing. This article contains descriptions of all the visualization features of the MetaTrader 5 Strategy Tester.
Orders Management - It's Simple
Orders Management - It's Simple

Orders Management - It's Simple

The article deals with various ways of how to control open positions and pending orders. It is devoted to simplifying of writing Expert Advisors.
Problems of Technical Analysis Revisited
Problems of Technical Analysis Revisited

Problems of Technical Analysis Revisited

At present, technical analysis along with the fundamental one is the most important method to analyze stock market. Being one of the predicting methods of stock market pricing dynamics, the technical analysis has a large amount of disadvantages that cast some doubt on its practical applicability.
MQL4 Language for Newbies. Introduction
MQL4 Language for Newbies. Introduction

MQL4 Language for Newbies. Introduction

This sequence of articles is intended for traders, who know nothing about programming, but have a desire to learn MQL4 language as quick as possible with minimal time and effort inputs. If you are afraid of such phrases as "object orientation" or "three dimensional arrays", this article is what you need. The lessons are designed for the maximally quick result. Moreover, the information is delivered in a comprehensible manner. We shall not go too deep into the theory, but you will gain the practical benefit already from the first lesson.
Debugging MQL5 Programs
Debugging MQL5 Programs

Debugging MQL5 Programs

This article is intended primarily for the programmers who have already learned the language but have not fully mastered the program development yet. It reveals some debugging techniques and presents a combined experience of the author and many other programmers.
MQL5 Programming Basics: Strings
MQL5 Programming Basics: Strings

MQL5 Programming Basics: Strings

The article covers everything you can do with strings in MQL5. It should be of interest primarily to novice MQL5 programmers, while experienced developers will have a good opportunity to summarize and systematize their knowledge.
Averaging Price Series for Intermediate Calculations Without Using Additional Buffers
Averaging Price Series for Intermediate Calculations Without Using Additional Buffers

Averaging Price Series for Intermediate Calculations Without Using Additional Buffers

This article is about traditional and unusual algorithms of averaging packed in simplest and single-type classes. They are intended for universal usage in almost all developments of indicators. I hope that the suggested classes will be a good alternative to 'bulky' calls of custom and technical indicators.
Deep Neural Networks (Part V). Bayesian optimization of DNN hyperparameters
Deep Neural Networks (Part V). Bayesian optimization of DNN hyperparameters

Deep Neural Networks (Part V). Bayesian optimization of DNN hyperparameters

The article considers the possibility to apply Bayesian optimization to hyperparameters of deep neural networks, obtained by various training variants. The classification quality of a DNN with the optimal hyperparameters in different training variants is compared. Depth of effectiveness of the DNN optimal hyperparameters has been checked in forward tests. The possible directions for improving the classification quality have been determined.
Patterns with Examples (Part I): Multiple Top
Patterns with Examples (Part I): Multiple Top

Patterns with Examples (Part I): Multiple Top

This is the first article in a series related to reversal patterns in the framework of algorithmic trading. We will begin with the most interesting pattern family, which originate from the Double Top and Double Bottom patterns.
Features of Experts Advisors
Features of Experts Advisors

Features of Experts Advisors

Creation of expert advisors in the MetaTrader trading system has a number of features.
How to Copy Trading from MetaTrader 5 to MetaTrader 4
How to Copy Trading from MetaTrader 5 to MetaTrader 4

How to Copy Trading from MetaTrader 5 to MetaTrader 4

Is it possible to trade on a real MetaTrader 5 account today? How to organize such trading? The article contains the theory of these questions and the working codes used for copying trades from the MetaTrader 5 terminal to MetaTrader 4. The article will be useful both for the developers of Expert Advisors and for practicing traders.
MQL5 Cookbook: Monitoring Multiple Time Frames in a Single Window
MQL5 Cookbook: Monitoring Multiple Time Frames in a Single Window

MQL5 Cookbook: Monitoring Multiple Time Frames in a Single Window

There are 21 time frames available in MetaTrader 5 for analysis. You can take advantage of special chart objects that you can place on the existing chart and set the symbol, time frame and some other properties right there. This article will provide detailed information on such chart graphical objects: we will create an indicator with controls (buttons) that will allow us to set multiple chart objects in a subwindow at the same time. Furthermore, chart objects will accurately fit in the subwindow and will be automatically adjusted when the main chart or terminal window is resized.
Calculating the Hurst exponent
Calculating the Hurst exponent

Calculating the Hurst exponent

The article thoroughly explains the idea behind the Hurst exponent, as well as the meaning of its values and the calculation algorithm. A number of financial market segments are analyzed and the method of working with MetaTrader 5 products implementing the fractal analysis is described.
Building an Expert Advisor using separate modules
Building an Expert Advisor using separate modules

Building an Expert Advisor using separate modules

When developing indicators, Expert Advisors and scripts, developers often need to create various pieces of code, which are not directly related to the trading strategy. In this article, we consider a way to create Expert Advisors using earlier created blocks, such as trailing, filtering and scheduling code, among others. We will see the benefits of this programming approach.
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).
Reversing: The holy grail or a dangerous delusion?
Reversing: The holy grail or a dangerous delusion?

Reversing: The holy grail or a dangerous delusion?

In this article, we will study the reverse martingale technique and will try to understand whether it is worth using, as well as whether it can help improve your trading strategy. We will create an Expert Advisor to operate on historic data and to check what indicators are best suitable for the reversing technique. We will also check whether it can be used without any indicator as an independent trading system. In addition, we will check if reversing can turn a loss-making trading system into a profitable one.
Expert Advisor based on the "New Trading Dimensions" by Bill Williams
Expert Advisor based on the "New Trading Dimensions" by Bill Williams

Expert Advisor based on the "New Trading Dimensions" by Bill Williams

In this article I will discuss the development of Expert Advisor, based on the book "New Trading Dimensions: How to Profit from Chaos in Stocks, Bonds, and Commodities" by Bill Williams. The strategy itself is well known and its use is still controversial among traders. The article considers trading signals of the system, the specifics of its implementation, and the results of testing on historical data.
Integrating MQL-based Expert Advisors and databases (SQL Server, .NET and C#)
Integrating MQL-based Expert Advisors and databases (SQL Server, .NET and C#)

Integrating MQL-based Expert Advisors and databases (SQL Server, .NET and C#)

The article describes how to add the ability to work with Microsoft SQL Server database server to MQL5-based Expert Advisors. Import of functions from a DLL is used. The DLL is created using the Microsoft .NET platform and the C# language. The methods used in the article are also suitable for experts written in MQL4, with minor adjustments.
Data Structure in MetaTrader 4 Build 600 and Higher
Data Structure in MetaTrader 4 Build 600 and Higher

Data Structure in MetaTrader 4 Build 600 and Higher

MetaTarder 4 build 600 features the new structure and location of the client terminal files. Now, MQL4 applications are placed in separate directories according to the program type (Expert Advisors, indicators or scripts). In most cases, the terminal data is now stored in a special data folder separated from the terminal installation location. In this article, we will describe in details how data is transferred, as well as the reasons for introducing the new storage system.
Custom Graphical Controls. Part 1: Creating a Simple Control
Custom Graphical Controls. Part 1: Creating a Simple Control

Custom Graphical Controls. Part 1: Creating a Simple Control

This article covers general principles of development of graphical controls. We are going to prepare tools for a quick and convenient work with graphical objects, analyze an example of creation of a simple control for entering text or numeric data as well as the ways of using it.
Basic math behind Forex trading
Basic math behind Forex trading

Basic math behind Forex trading

The article aims to describe the main features of Forex trading as simply and quickly as possible, as well as share some basic ideas with beginners. It also attempts to answer the most tantalizing questions in the trading community along with showcasing the development of a simple indicator.
Synchronizing several same-symbol charts on different timeframes
Synchronizing several same-symbol charts on different timeframes

Synchronizing several same-symbol charts on different timeframes

When making trading decisions, we often have to analyze charts on several timeframes. At the same time, these charts often contain graphical objects. Applying the same objects to all charts is inconvenient. In this article, I propose to automate cloning of objects to be displayed on charts.
MQL5 Wizard for Dummies
MQL5 Wizard for Dummies

MQL5 Wizard for Dummies

In early 2011 we released the first version of the MQL5 Wizard. This new application provides a simple and convenient tool to automatically generate trading robots. Any MetaTrader 5 user can create a custom Expert Advisor without even knowing how to program in MQL5.
Time Series Forecasting Using Exponential Smoothing
Time Series Forecasting Using Exponential Smoothing

Time Series Forecasting Using Exponential Smoothing

The article familiarizes the reader with exponential smoothing models used for short-term forecasting of time series. In addition, it touches upon the issues related to optimization and estimation of the forecast results and provides a few examples of scripts and indicators. This article will be useful as a first acquaintance with principles of forecasting on the basis of exponential smoothing models.
Native Twitter Client for MT4 and MT5 without DLL
Native Twitter Client for MT4 and MT5 without DLL

Native Twitter Client for MT4 and MT5 without DLL

Ever wanted to access tweets and/or post your trade signals on Twitter ? Search no more, these on-going article series will show you how to do it without using any DLL. Enjoy the journey of implementing Twitter API using MQL. In this first part, we will follow the glory path of authentication and authorization in accessing Twitter API.
Creating an Indicator with Multiple Indicator Buffers for Newbies
Creating an Indicator with Multiple Indicator Buffers for Newbies

Creating an Indicator with Multiple Indicator Buffers for Newbies

The complex codes consist of a set of simple codes. If you are familiar with them, it doesn't look so complicated. In this article, we will consider how to create an indicator with multiple indicator buffers. As an example, the Aroon indicator is analyzed in details, and two different versions of the code are presented.