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Programming Articles on MQL5.com

Published article "Testing (Optimization) Technique and Some Criteria for Selection of the Expert Advisor Parameters".

Testing (Optimization) Technique and Some Criteria for Selection of the Expert Advisor Parameters

There is no trouble finding the Holy Grail of testing, it is however much more difficult to get rid of it. This article addresses the selection of the Expert Advisor operating parameters with automated group processing of optimisation and testing results upon maximum utilisation of the Terminal performance capabilities and minimum end user load.

There are more than 330 articles published on site

Published article "ATC Champions League: Interview with Boris Odintsov (ATC 2011)".

ATC Champions League: Interview with Boris Odintsov (ATC 2011)

Interview with Boris Odintsov (bobsley) is the last one within the ATC Champions League project. Boris won the Automated Trading Championship 2010 - the first Championship held for the Expert Advisors in the new MQL5 language. Having appeared in the top ten already in the first week of the ATC 2010, his EA brought it to the finish and earned $77,000. This year, Boris participates in the competition with the same Expert Advisor with modified settings. Perhaps the robot would still be able to repeat its success.

Published article "Dr. Tradelove or How I Stopped Worrying and Created a Self-Training Expert Advisor".

Dr. Tradelove or How I Stopped Worrying and Created a Self-Training Expert Advisor

Just over a year ago joo, in his article "Genetic Algorithms - It's Easy!", gave us a tool for implementation of the genetic algorithm in MQL5. Now utilizing the tool we will create an Expert Advisor that will genetically optimize its own parameters upon certain boundary conditions...

Published article "Interview with Ge Senlin (ATC 2011)".

Interview with Ge Senlin (ATC 2011)

The Expert Advisor by Ge Senlin (yyy999) from China got featured in the top ten of the Automated Trading Championship 2011 in late October and hasn't left it since then. Not often participants from the PRC show good results in the Championship - Forex trading is not allowed in this country. After the poor results in the previous year ATC, Senlin has prepared a new multicurrency Expert Advisor that never closes loss positions and uses position increase instead. Let's see whether this EA will be able to rise even higher with such a risky strategy.

Published article "Using MetaTrader 5 as a Signal Provider for MetaTrader 4".

Using MetaTrader 5 as a Signal Provider for MetaTrader 4

Analyse and examples of techniques how trading analysis can be performed on MetaTrader 5 platform, but executed by MetaTrader 4. Article will show you how to create simple signal provider in your MetaTrader 5, and connect to it with multiple clients, even running MetaTrader 4. Also you will find out how you can follow participants of Automated Trading Championship in your real MetaTrader 4 account.

Published article "Interview with Ilnur Khasanov (ATC 2011)".

Interview with Ilnur Khasanov (ATC 2011)

The Expert Advisor of Ilnur Khasanov (aharata) is holding its place in our TOP-10 chart of the Automated Trading Championship 2011 participants from the third week already, though Ilnur's acquaintance with Forex has started only a year ago. The idea that forms the basis of the Expert Advisor is simple but the trading robot contains self-optimization elements. Perhaps, that is the key to its survival? Besides, the author had to change the Expert Advisor planned to be submitted for the Championship...

Published article "Interview with Igor Korepin (ATC 2011)".

Interview with Igor Korepin (ATC 2011)

Appearance of the Expert Advisor cs2011 by Igor Korepin (Xupypr) at the very top of the Automated Trading Championship 2011 was really impressive - its balance was almost twice that of the EA featured on the second place. However, despite such a sound breakaway, the Expert Advisor could not stay long on the first line. Igor frankly said that he relied much on a lucky start of his trading robot in the competition. We'll see if luck helps this simple EA to take the lead in the ATC 2011 race again.

Published article "Creating MQL5 Expert Advisors in minutes using EA Tree: Part One".

Creating MQL5 Expert Advisors in minutes using EA Tree: Part One

EA Tree is the first drag and drop MetaTrader MQL5 Expert Advisor builder. You can create complex MQL5 using a very easy to use graphical user interface. In EA Tree, Expert Advisors are created by connecting boxes together. Boxes may contain MQL5 functions, technical indicators, custom indicators, or values. Using the "tree of boxes", EA Tree generates the MQL5 code of the Expert Advisor.

Published article "Interview with Tim Fass (ATC 2011)".

Interview with Tim Fass (ATC 2011)

A student from Germany Tim Fass (Tim) is participating in the Automated Trading Championship for the first time. Nevertheless, his Expert Advisor The_Wild_13 already got featured at the very top of the Championship rating and seems to be holding his position in the top ten. Tim told us about his Expert Advisor, his faith in the success of simple strategies and his wildest dreams.

Published article "ATC Champions League: Interview with Olexandr Topchylo (ATC 2011)".

ATC Champions League: Interview with Olexandr Topchylo (ATC 2011)

Interview with Olexandr Topchylo (Better) is the second publication within the "ATC Champions League" project. Having won the Automated Trading Championship 2007, this professional trader caught the attention of investors. Olexandr says that his first place in the ATC 2007 is one of the major events of his trading experience. However, later on this popularity helped him discover the biggest disappointment - it is so easy to lose investors after the first drawdown on an investor account.

Published article "Interview with Atsushi Yamanaka (ATC 2011)".

Interview with Atsushi Yamanaka (ATC 2011)

What is common between skydiving, Futures, Hawaii, translations and spies? We didn't know it until we've managed to communicate with disqualified participant Atsushi Yamanaka (alohafx). His has a creed "Life is Good!", and one can hardly doubt that. It was interesting to know that distances between the continents are not an obstacle for communication among our Championship's participants.

Published article "Interview with Andrei Moraru (ATC 2011)".

Interview with Andrei Moraru (ATC 2011)

Ukrainian programmer Andrei Moraru (enivid) is an active participant of the Automated Trading Championship beginning from 2007. Andrei had already come in our view at that time and now we have decided to find out if there occured any changes in his attitude towards trading and selection of trading strategies for the past four years, and also to know about his new Expert Advisor.

There are more than 320 articles published on site

Published article "Interview with Sergey Nikitin (ATC 2011)".

Interview with Sergey Nikitin (ATC 2011)

In the second week of the competition, the Expert Advisor of Sergey Nikitin (VNIK) trading on two currency pairs EURUSD and EURJPY got featured on the very top drawing away from the rest. Multicurrency Expert Advisors always attract attention in the Championship, especially those that show good results. We talked with Sergey about the role of luck in a trader's life and his way of trading.

Published article "ATC Champions League: Interview with Roman Zamozhniy (ATC 2011)".

ATC Champions League: Interview with Roman Zamozhniy (ATC 2011)

This is the first interview in the "ATC Champions League" project. Roman Zamozhniy (Rich) from Ukraine was the winner of the first Automated Trading Championship in 2006. In addition, he is a regular participant of our Championships - he has not missed a single contest. In this interview, we talked about Roman's first place and tried to figure out what is necessary for successful participation.

Published article "Interview with Antonio Morillas (ATC 2011)".

Interview with Antonio Morillas (ATC 2011)

Antonio Morillas from Spain (sallirom, by the way - it is reversed surname!) was first who doubled his starting balance from the beginning of the Championship and thus attracted our attention. His trading strategy is extremely risky. We decided to talk to Antonio about risk and luck as these are part and parcel of Automated Trading Championship.

Published article "Interview with Matúš German (ATC 2011)".

Interview with Matúš German (ATC 2011)

On the second day of the Championship the Expert Advisor created by Matúš German (gery18) increased its capital by 2.5 times and took the lead being ahead of all competitors. Matúš himself doubts his Expert Advisor will win, he thinks that luck and high risk were the reasons of such unexpected rise.

Published article "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.

Published article "Nikolay Ivanov (Techno): "What is important for programs is the accuracy of their algorithms"".

Nikolay Ivanov (Techno): "What is important for programs is the accuracy of their algorithms"

A programmer from Krasnoyarsk Nikolay Ivanov (Techno) is a leader among the developers in terms of the number of completed orders - he has implemented already more than 200 applications in the Jobs service. In this interview, he is talking about the Jobs service, its specific features and challengers faced by programmers.

Published article "Andrey Bolkonsky (abolk): "Any programmer knows that there is no software without bugs"".

Andrey Bolkonsky (abolk): "Any programmer knows that there is no software without bugs"

Andrey Bolkonsky (abolk) has been participating in the Jobs service since its opening. He has developed dozens of indicators and Expert Advisors for the MetaTrader 4 and MetaTrader 5 platforms. We will talk with Andrey about what a server is from the perspective of a programmer.

Published article "Andrey Voitenko (avoitenko): "Developers benefit from the ideas that they code? Nonsense!"".

Andrey Voitenko (avoitenko): "Developers benefit from the ideas that they code? Nonsense!"

A Ukrainian developer Andrey Voitenko (avoitenko) is an active participant of the "Jobs" service at mql5.com, helping traders from all over the world to implement their ideas. Last year Andrey's Expert Advisor was on the fourth place in the Automated Trading Championship 2010, being slightly behind the bronze winner. This time we are discussing the Jobs service with Andrey.

Published article "Creating Custom Criteria of Optimization of Expert Advisors".

Creating Custom Criteria of Optimization of Expert Advisors

The MetaTrader 5 Client Terminal offers a wide range of opportunities for optimization of Expert Advisor parameters. In addition to the optimization criteria included in the strategy tester, developers are given the opportunity of creating their own criteria. This leads to an almost limitless number of possibilities of testing and optimizing of Expert Advisors. The article describes practical ways of creating such criteria - both complex and simple ones.

Published article "Applying The Fisher Transform and Inverse Fisher Transform to Markets Analysis in MetaTrader 5".

Applying The Fisher Transform and Inverse Fisher Transform to Markets Analysis in MetaTrader 5

We now know that probability density function (PDF) of a market cycle does not remind a Gaussian but rather a PDF of a sine wave and most of the indicators assume that the market cycle PDF is Gaussian we need a way to "correct" that. The solution is to use Fisher Transform. The Fisher transform changes PDF of any waveform to approximately Gaussian. This article describes the mathematics behind the Fisher Transform and the Inverse Fisher Transform and their application to trading. A proprietary trading signal module based on the Inverse Fisher Transform is presented and evaluated.

Published article "3 Methods of Indicators Acceleration by the Example of the Linear Regression".

3 Methods of Indicators Acceleration by the Example of the Linear Regression

The article deals with the methods of indicators computational algorithms optimization. Everyone will find a method that suits his/her needs best. Three methods are described here.One of them is quite simple, the next one requires solid knowledge of Math and the last one requires some wit. Indicators or MetaTrader5 terminal design features are used to realize most of the described methods. The methods are quite universal and can be used not only for acceleration of the linear regression calculation, but also for many other indicators.

There are more than 310 articles published on site

Published article "William Blau's Indicators and Trading Systems in MQL5. Part 1: Indicators".

William Blau's Indicators and Trading Systems in MQL5. Part 1: Indicators

The article presents the indicators, described in the book by William Blau "Momentum, Direction, and Divergence". William Blau's approach allows us to promptly and accurately approximate the fluctuations of the price curve, to determine the trend of the price movements and the turning points, and eliminate the price noise. Meanwhile, we are also able to detect the overbought/oversold states of the market, and signals, indicating the end of a trend and reversal of the price movement.

Published article "Enhancing the Quality of the Code with the Help of Unit Test".

Enhancing the Quality of the Code with the Help of Unit Test

Even simple programs may often have errors that seem to be unbelievable. "How could I create that?" is our first thought when such an error is revealed. "How can I avoid that?" is the second question which comes to our mind less frequently. It is impossible to create absolutely faultless code, especially in big projects, but it is possible to use technologies for their timely detection. The article describes how the MQL4 code quality can be enhanced with the help of the popular Unit Testing method.

Published article "The Player of Trading Based on Deal History".

The Player of Trading Based on Deal History

The player of trading. Only four words, no explanation is needed. Thoughts about a small box with buttons come to your mind. Press one button - it plays, move the lever - the playback speed changes. In reality, it is pretty similar. In this article, I want to show my development that plays trade history almost like it is in real time. The article covers some nuances of OOP, working with indicators and managing charts.

Published article "How to Add New UI Languages to the MetaTrader 5 Platform".

How to Add New UI Languages to the MetaTrader 5 Platform

User interface of the MetaTrader 5 platform is translated into several languages. Don't worry if your native language is not among the supported ones. You can easily complete the translation using the special MetaTrader 5 MultiLanguage Pack utility, offered by MetaQuotes Software Corp. for free to all comers. In this article we will show some examples of how to add a new user interface languages to the MetaTrader 5 platform.

Published article "Payments and payment methods".

Payments and payment methods

MQL5.community Services offer great opportunities for traders as well as for the developers of applications for the MetaTrader terminal. In this article, we explain how payments for MQL5 services are performed, how the earned money can be withdraw, and how the operation security is ensured.

Published article "Using Self-Organizing Feature Maps (Kohonen Maps) in MetaTrader 5".

Using Self-Organizing Feature Maps (Kohonen Maps) in MetaTrader 5

One of the most interesting aspects of Self-Organizing Feature Maps (Kohonen maps) is that they learn to classify data without supervision. In its basic form it produces a similarity map of input data (clustering). The SOM maps can be used for classification and visualizing of high-dimensional data. In this article we will consider several simple applications of Kohonen maps.

Published article "Using WinInet in MQL5. Part 2: POST Requests and Files".

Using WinInet in MQL5.  Part 2:  POST Requests and Files

In this article, we continue studying the principles of working with Internet using HTTP requests and exchange of information with server. It describes new functions of the CMqlNet class, methods of sending information from forms and sending of files using POST requests as well as authorization on websites under your login using Cookies.

Published article "Decreasing Memory Consumption by Auxiliary Indicators".

Decreasing Memory Consumption by Auxiliary Indicators

If an indicator uses values of many other indicators for its calculations, it consumes a lot of memory. The article describes several methods of decreasing the memory consumption when using auxiliary indicators. Saved memory allows increasing the number of simultaneously used currency pairs, indicators and strategies in the client terminal. It increases the reliability of trade portfolio. Such a simple care about technical resources of your computer can turn into money resources at your deposit.

Published article "Advanced Adaptive Indicators Theory and Implementation in MQL5".

Advanced Adaptive Indicators Theory and Implementation in MQL5

This article will describe advanced adaptive indicators and their implementation in MQL5: Adaptive Cyber Cycle, Adaptive Center of Gravity and Adaptive RVI. All indicators were originally presented in "Cybernetic Analysis for Stocks and Futures" by John F. Ehlers.

Published article "The Fundamentals of Testing in MetaTrader 5".

The Fundamentals of Testing in MetaTrader 5

What are the differences between the three modes of testing in MetaTrader 5, and what should be particularly looked for? How does the testing of an EA, trading simultaneously on multiple instruments, take place? When and how are the indicator values calculated during testing, and how are the events handled? How to synchronize the bars from different instruments during testing in an "open prices only" mode? This article aims to provide answers to these and many other questions.

Published article "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.

Published article "Statistical Estimations".

Statistical Estimations

Estimation of statistical parameters of a sequence is very important, since most of mathematical models and methods are based on different assumptions. For example, normality of distribution law or dispersion value, or other parameters. Thus, when analyzing and forecasting of time series we need a simple and convenient tool that allows quickly and clearly estimating the main statistical parameters. The article shortly describes the simplest statistical parameters of a random sequence and several methods of its visual analysis. It offers the implementation of these methods in MQL5 and the methods of visualization of the result of calculations using the Gnuplot application.

There are more than 300 articles published on site

Published article "MQL5 Wizard: New Version".

MQL5 Wizard: New Version

The article contains descriptions of the new features available in the updated MQL5 Wizard. The modified architecture of signals allow creating trading robots based on the combination of various market patterns. The example contained in the article explains the procedure of interactive creation of an Expert Advisor.

Published article "Using MetaTrader 5 Indicators with ENCOG Machine Learning Framework for Timeseries Prediction".

Using MetaTrader 5 Indicators with ENCOG Machine Learning Framework for Timeseries Prediction

This article presents connecting MetaTrader 5 to ENCOG - Advanced Neural Network and Machine Learning Framework. It contains description and implementation of a simple neural network indicator based on a standard technical indicators and an Expert Advisor based on a neural indicator. All source code, compiled binaries, DLLs and an exemplary trained network are attached to the article.

Published article "How to Order an Expert Advisor and Obtain the Desired Result".

How to Order an Expert Advisor and Obtain the Desired Result

How to write correctly the Requirement Specifications? What should and should not be expected from a programmer when ordering an Expert Advisor or an indicator? How to keep a dialog, what moments to pay special attention to? This article gives the answers to these, as well as to many other questions, which often don't seem obvious to many people.

Published article "Tracing, Debugging and Structural Analysis of Source Code".

Tracing, Debugging and Structural Analysis of Source Code

The entire complex of problems of creating a structure of an executed code and its tracing can be solved without serious difficulties. This possibility has appeared in MetaTrader 5 due to the new feature of the MQL5 language - automatic creation of variables of complex type of data (structures and classes) and their elimination when going out of local scope. The article contains the description of the methodology and the ready-made tool.

Published article "The Indicators of the Micro, Middle and Main Trends".

The Indicators of the Micro, Middle and Main Trends

The aim of this article is to investigate the possibilities of trade automation and the analysis, on the basis of some ideas from a book by James Hyerczyk "Pattern, Price & Time: Using Gann Theory in Trading Systems" in the form of indicators and Expert Advisor. Without claiming to be exhaustive, here we investigate only the Model - the first part of the Gann theory.

Published article "The Implementation of Automatic Analysis of the Elliott Waves in MQL5".

The Implementation of Automatic Analysis of the Elliott Waves in MQL5

One of the most popular methods of market analysis is the Elliott Wave Principle. However, this process is quite complicated, which leads us to the use of additional tools. One of such instruments is the automatic marker. This article describes the creation of an automatic analyzer of Elliott Waves in MQL5 language.

Published article "Electronic Tables in MQL5".

Electronic Tables in MQL5

The article describes a class of dynamic two-dimensional array that contains data of different types in its first dimension. Storing data in the form of a table is convenient for solving a wide range of problems of arrangement, storing and operation with bound information of different types. The source code of the class that implements the functionality of working with tables is attached to the article.

Published article "Using Pseudo-Templates as Alternative to C++ Templates".

Using Pseudo-Templates as Alternative to C++ Templates

The article describes a way of programming without using templates but keeping the style of programming iherenet to them. It tells about implementation of templates using custom methods and has a ready-made script attached for creating a code on the basis of specified templates.

Published article "Random Walk and the Trend Indicator".

Random Walk and the Trend Indicator

Random Walk looks very similar to the real market data, but it has some significant features. In this article we will consider the properties of Random Walk, simulated using the coin-tossing game. To study the properties of the data, the trendiness indicator is developed.

Published article "Use of Resources in MQL5".

Use of Resources in MQL5

MQL5 programs not only automate routine calculations, but also can create a full-featured graphical environment. The functions for creating truly interactive controls are now virtually the same rich, as those in classical programming languages. If you want to write a full-fledged stand-alone program in MQL5, use resources in them. Programs with resources are easier to maintain and distribute.

Published article "Econometric Approach to Analysis of Charts".

Econometric Approach to Analysis of Charts

This article describes the econometric methods of analysis, the autocorrelation analysis and the analysis of conditional variance in particular. What is the benefit of the approach described here? Use of the non-linear GARCH models allows representing the analyzed series formally from the mathematical point of view and creating a forecast for a specified number of steps.

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