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WalkForwardDemo MT5

WalkForwardDemo is an expert adviser (EA) demonstrating how the built-in library WalkForwardOptimizer (WFO) for walk-forward optimization works. It allows you to easily optimize, view and analyze your EA performance and robustness in unknown trading conditions of future. You may find more details about walk-forward optimization in Wikipedia.

Once you have performed optimization using WFO, the library generates special global variables (saved in an "archived" file with GVF-extension) and a CSV-file with resulting data in the MQL5/Files folder. Once this is done, the data is used to build an HTML page with overview of the optimization. The names of GVF and HTML files correspond to CSV file name, initially specified in EA input wfo_outputFile.

EA is generated by MQL5 Wizard and based on 2 strategies - Envelopes and WPR. The principles of operation of such EAs and its input parameters are described in the documentation - Models of Trade Signals.

The WFO library parameters are described in the user guide.

You can quickly enable/disable the library using parameter EnableWFO.

An example of parameter set for EA optimization can be found in the product comments.


Report types

Depending from input parameters given for WFO library, it can generate different report types from the resulting data.

  • Standard walk-forward report with a table of passes containing performance indicators for in-sample and out-of-sample periods in the same row, and overall performance for entire aggregated forward period. The report is generated for rolling walk-forward analysis and as a drill down for cluster analysis;
  • Cluster report with a set of tables, containing annualized profit, efficiency, consistency, completeness, and number of days in step for selected combinations of window sizes and forward step sizes. This report is generated after clustered walk-forward optimization;
  • Anchored walk-forward report is similar to standard report except for that window size changes in every pass (row).

Standard and anchored reports show pass number in the 1-st column. Until MetaTrader is closed you may check every single pass by opening Optimization Results tab in the tester, double-clicking a row with required parameters - this will select optimal inputs from this pass into EA, so you can then start a test run.

In standard reports, in-sample optimization data is highlighted with blue color, and out-of-sample data - with yellow. If the latest pass contains forward step overlapping with current time it's highlighted in green, indicating that this is the latest known parameters applicable for trading right now.


Performance indicators

Annualized profit is a hypothetical profit which EA could earn in a year if optimization period profit and forward period profit are re-scaled proportionally to their length.

Efficiency is a ratio of annualized profits of forward and back periods.

Consistency is a fraction of profitable forward passes in aggregated forward period.

Completeness shows how many rolling passes was performed for specified combination of optimization window size and forward step size, can be less than requested number during genetic optimization, because this method skips some parameters values.

Number of days is suitable for converting step size in percent into days.

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Aura Neuron, Aura serisi ticaret sistemlerini sürdüren özgün bir Uzman Danışmandır. Gelişmiş Sinir Ağları ve son teknoloji klasik ticaret stratejilerinden yararlanarak Aura Neuron, mükemmel potansiyel performansa sahip yenilikçi bir yaklaşım sunar. Tamamen otomatik olan bu Uzman Danışman, EURUSD ve XAUUSD (ALTIN) gibi döviz çiftlerinde işlem yapmak üzere tasarlanmıştır. 1999'dan 2023'e kadar bu çiftlerde tutarlı bir istikrar göstermiştir. Sistem, martingale, grid veya scalping gibi tehlikeli par
AI Eurofighter GTX,   MetaTrader platformunda EUR/USD ticareti için özel olarak tasarlanmış, forex piyasasında uyarlanabilirliğini ve performansını artıran iki yerleşik ticaret stratejisiyle donatılmış, kullanıcı dostu ve etkili bir Uzman Danışmandır (EA). Yapay sinir ağlarını kullanan AI Eurofighter GTX, piyasa koşullarını gerçek zamanlı olarak sürekli olarak analiz eder ve önceden tanımlanmış zararı durdurma ve kar alma seviyeleriyle otomatik olarak alım satımları gerçekleştirir. Piyasa oluml
Big Forex Players MT5
Marzena Maria Szmit
4.85 (55)
We proudly present our cutting-edge robot, the  Big Forex Players EA  designed to maximize your trading potential, minimize emotional trading, and make smarter decisions powered by cutting-edge technology. The whole system in this EA took us many months to build, and then we spent a lot of time testing it. This unique EA includes three distinct strategies that can be used independently or in together. The robot receives the positions of the  biggest Banks  (positions are sent from our database t
FX EurUsd Robot MT5
Marzena Maria Szmit
4.67 (15)
The EUR/USD Multi-Strategy Trading Robot MT5 is an advanced tool designed to optimize trading by combining 3 key systems: daily trading, volume analysis, and Fibonacci retracement levels. This robot works by integrating these different approaches to create a more dynamic and adaptable strategy for trading the EUR/USD pair . EA adapts to different market conditions, this makes it an ideal solution for traders looking to enhance their trading strategy with a powerful, multi-faceted approach. By co
Wall Street Killer
Pablo Dominguez Sanchez
5 (4)
6 yıllık başarılı manuel işlem tecrübemin ardından, stratejilerim artık Uzman Danışman (Expert Advisor) olarak kullanılabilir! WallStreetKiller EA 'yı sunuyorum – US30 piyasası için yılların tecrübesi, kapsamlı testler ve güvenli, stratejik işlem konusundaki sağlam bir bağlılıkla geliştirilmiş bir işlem sistemi. GRID YOK, MARTİNGAL YOK, HER İŞLEMDE SIKI STOP LOSS. GÜNDE BİR İŞLEM. LOT ÇARPANI YOK. ICTRADING CANLI 10K SİNYALİ   (EA’lerinde 10K hesap kullanan başka satıcıları pek göremezsiniz).
Birçok kişi XAUUSD ticaretini sever ve ben de bir istisna değilim. Biraz ticaret deneyimi ve sıkı çalışma biriktirdikten sonra, bu Apocalypse XAU EA'yı özellikle XAUUSD/XAUEUR/XAUGBP/XAUCHF /XAUJPY/XAUAUD gibi tüm XAU ile ilgili çeşitlerin ticareti için yaptım   . Bununla birlikte, birçok kişinin tüm XAU döviz çiftleriyle işlem yapması gerekmeyebileceği, yalnızca XAUUSD ticareti yapması gerektiği göz önüne alındığında, giriş seviyesi bir EA çok anlamlı hale gelir. Bu yüzden özellikle XAUUSD tica
ChatGPT Turbo ile AI Destekli Teknoloji Infinity EA, GBPUSD ve XAUUSD için tasarlanmış gelişmiş bir ticaret Uzman Danışmanıdır. Güvenliğe, tutarlı getirilere ve sonsuz karlılığa odaklanır. Martingale veya grid ticareti gibi yüksek riskli stratejilere dayanan diğer birçok EA'nın aksine. Infinity EA, genel ticaret deneyiminizi olağanüstü kılmak için en son ChatGPT sürümü tarafından sağlanan makine öğrenimi, veri analitiği AI tabanlı teknoloji üzerine yerleştirilmiş sinir ağına dayalı disiplinli,
GbpUsd Robot MT5
Marzena Maria Szmit
5 (2)
The GBPUSD Robot MT5 is an advanced automated trading system meticulously designed for the specific dynamics of the   GBP/USD   currency pair. Utilizing advanced technical analysis, the robot assesses historical and real-time data to   identify potential trends , key support and resistance levels, and other relevant market signals specific to GBP/USD.  The Robot opens positions  every day,  from Monday to Friday, and  all positions are secured  with Take Profit, Stop Loss, Trailing Stop, we incl
AI NoX EA is an innovative Forex expert advisor that combines advanced neural networks technologies with high-volume trading and Matrix factorisation .The advisor uses complex algorithms to decompose large sets of market data, uncovering hidden patterns and correlations between various financial instruments. Details about Advisor Development Configuring the Advisor The price of the advisor will increase significantly as I have allocated a specific number of copies. I will adjust the price as sal
AI Tune
Saeid Soleimani
5 (2)
AI TUNE: Advanced Algorithmic Trading Solution BLACK FRIDAY SPECIAL OFFER!   Get a FREE Gold Trading Bot (valued at $199) with your purchase of AI TUNE!   AI TUNE is a cutting-edge forex and metals trading bot that leverages artificial intelligence to analyze market data and execute trades. This sophisticated system processes vast amounts of information in real-time, identifying potential opportunities and managing risks with precision. Backtesting results for AI TUNE are not indicative of
Boring Pips MT5
Thi Thu Ha Hoang
4.71 (28)
Çoğu uzman danışmanın neden canlı işlemlerde etkili olmadığını, mükemmel geri test performanslarına rağmen, hiç merak ettiniz mi? En olası cevap Over-fitting'dir. Birçok EA, mevcut tarihsel verilere mükemmel şekilde 'öğrenmek' ve uyum sağlamak için oluşturulur, ancak oluşturulan modelde genelleme eksikliği nedeniyle geleceği tahmin etmekte başarısız olurlar. Bazı geliştiriciler basitçe Over-fitting'in varlığından haberdar değillerdir veya biliyor olmalarına rağmen bunu önlemenin bir yolu yoktur
The Gold Phoenix
William Brandon Autry
5 (2)
Gold Phoenix GPT - Altın Pariteleri için Nihai AI Ticaret Aracı Gold Phoenix GPT, altın pariteleri için özel olarak tasarlanmış, M1 zaman diliminde güçlü bir breakout stratejisi kullanan son teknoloji bir ticaret aracıdır. ChatGPT ve makine öğrenimi dahil olmak üzere gelişmiş yapay zeka ile güçlendirilmiş olan bu araç, tüm seviyelerdeki yatırımcıların hızlı hareket eden altın piyasalarında başarılı olmalarına yardımcı olmak için tasarlanmıştır. Sadece 3 kopya kaldı, fiyatı sadece 349 $! Bir sonr
Yazarın diğer ürünleri
WalkForwardOptimizer MT5
Stanislav Korotky
3.86 (7)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
VolumeDeltaMT5
Stanislav Korotky
This indicator provides the analysis of tick volume deltas. It calculates tick volumes for buys and sells separately, and their delta on every bar, and displays volumes by price clusters (cells) within a specified bar (usually the latest one). This is a limited substitution of market delta analysis based on real volumes, which are not available on Forex. The indicator displays the following data in its sub-window: light-blue histogram - buy (long) volumes; orange histogram - sell (short) volumes
This non-trading expert utilizes so called custom symbols feature ( available in MQL API as well) to build renko charts based on history of real ticks of selected standard symbol. RenkoFromRealTicks generates custom symbol quotes, thus you may open many charts to apply different EAs and indicators to the renko. It also transmits real ticks to update renko charts in real time. The generated renko chart uses M1 timeframe. It makes no sense to switch the renko chart to a timeframe other than M1. T
CCFpExt
Stanislav Korotky
CCFpExt is an extended version of the classic cluster indicator - CCFp. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, including cases when tickers have different trading schedule; Using up to 30 instruments for market calculation (only first 8 are displayed). Parameters Instruments - comma separated list of instruments with a common cu
AutomaticZigZag
Stanislav Korotky
4.5 (2)
This is a non-parametric ZigZag providing 4 different methods of calculation. Upward edge continues on new bars while their `highs` are above highest `low` among previous bars, downward edge continues on next bars while their `lows` are below lowest `high` among previous; Gann swing: upward edge continues while `highs` and `lows` are higher than on the left adjacent bar, downward edge continues while `highs` and `lows` are lower than on the left adjacent bar. Inside bars (with lower `high` and
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The indicator OrderBook Cumulative Indicator accumulates market book data online and visualizes them on the chart. In addition, the indicator can show the market
CustomVolumeDelta
Stanislav Korotky
5 (1)
This indicator displays volume delta (of either tick volume or real volume) encoded in a custom symbol, generated by special expert advisers, such as RenkoFromRealTicks . MetaTrader does not allow negative values in the volumes, this is why we need to encode deltas in a special way, and then use CustomVolumeDelta indicator to decode and display the deltas. This indicator is applicable only for custom instruments generated in appropriate way (with signed volumes encoded). It makes no sense to ap
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The library OrderBook History Library reads market book state in the past from archive files, created by OrderBook Recorder . The library can be embedded into you
This is a demo version of a non-trading expert , which utilizes so called the custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place the EA on a chart of a working instrument. The lesser timeframe of the source chart is, the more precise resulti
FREE
TrueVolumeSurrogate MT5
Stanislav Korotky
5 (1)
This indicator provides a true volume surrogate based on tick volumes. It uses a specific formula for calculation of a near to real estimation of trade volumes distribution , which may be very handy for instruments where only tick volumes are available. Please note that absolute values of the indicator do not correspond to any real volumes data, but the distribution itself, including overall shape and behavior, is similar to real volumes' shape and behavior of related instruments (for example, c
HZZM
Stanislav Korotky
4 (1)
This is an adaptive ZigZag based on modification of  HZZ indicator (original source code is available in this article ). Most important changes in this version: two additional indicator buffers added for zigzag evolution monitoring - they show cross signs at points where zigzag direction first changes; zigzag range (H) autodetection on day by day basis; time-dependent adjustment of zigzag range. Parameters: H - zigzag range in points; this parameter is similar to original HZZ, but it can take 0
FREE
Comparator
Stanislav Korotky
4.75 (4)
This indicator compares the price changes during the specified period for the current symbol and other reference symbol. It allows to analyze the similar movements of highly correlated symbols, such as XAUUSD and XAGUSD, and find their occasional convergences and divergences for trading opportunities. The indicator displays the following buffers: light-green thick line - price changes of the current symbol for TimeGap bars; light-blue thin line - price changes of the reference symbol ( LeadSymbo
FREE
PointsVsBars
Stanislav Korotky
This indicator provides a statistical analysis of price changes (in points) versus time delta (in bars). It calculates a matrix of full statistics about price changes during different time periods, and displays either distribution of returns in points for requested bar delta, or distribution of time deltas in bars for requested return. Please, note, that the indicator values are always a number of times corresponding price change vs bar delta occurred in history. Parameters: HistoryDepth - numbe
FREE
ReturnAutoScale
Stanislav Korotky
5 (2)
The indicator calculates running total of linear weighted returns. It transforms rates into integrated and difference-stationary time series with distinctive buy and sell zones. Buy zones are shown in blue, sell zones in red. Parameters: period - number of bars to use for linear weighted calculation; default value - 96; smoothing - period for EMA; default value - 5; mode - an integer value for choosing calculation mode: 0 - long term trading; 1 - medium term trading; 2 - short term trading; defa
FREE
This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight MT5 library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. This script is optional, as the library automatically generates the report immediate after the optimization in the tester is complete. However, the script is convenient because it allows using the same collected data to rebuild th
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. This expert adviser OrderBook History Playback allows you to playback the market book events on the history using files, created by OrderBook Recorder . The exper
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker in real time. The expert OrderBook Recorder records market book changes and stores them in local files for further usage in indicators and expert adviser, including testing in the tester. The expert stores market book
FREE
Year2Year
Stanislav Korotky
This indicator shows price changes for the same days in past years. D1 timeframe is required. This is a predictor indicator that finds D1 bars for the same days in past 8 years and shows their relative price changes on the current chart. Parameters: LookForward - number of days (bars) to show "future" price changes; default is 5; Offset - number of days (bars) to shift back in history; default is 0; ShowAverage - mode switch; true - show mean value for all 8 years and deviation bounds; false - s
FREE
SOMFX1Builder
Stanislav Korotky
5 (1)
If you like trading by candle patterns and want to reinforce this approach by modern technologies, this script is for you. In fact, it is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains: SOMFX1Builder  - this script for training neural networks; it builds a file with generalized data about most characteristic pric
FREE
OrderBook Utilities is a script, which performs several service operations on order book hob-files, created by OrderBook Recorder . The script processes a file for work symbol of the current chart. The file date is selected by means of the input parameter CustomDate (if it's filled in) or by the point where the script is dropped on the chart. Depending from the operation, useful information is written into the log, and optionally new file is created. The operation is selected by the input parame
FREE
Mirror
Stanislav Korotky
This indicator predicts rate changes based on the chart display principle. It uses the idea that the price fluctuations consist of "action" and "reaction" phases, and the "reaction" is comparable and similar to the "action", so mirroring can be used to predict it. The indicator has three parameters: predict - the number of bars for prediction (24 by default); depth - the number of past bars that will be used as mirror points; for all depth mirroring points an MA is calculated and drawn on the ch
If you like trading crosses (such as AUDJPY, CADJPY, EURCHF, and similar), you should take into account what happens with major currencies (especially, USD and EUR) against the work pair: for example, while trading AUDJPY, important levels from AUDUSD and USDJPY may have an implicit effect. This indicator allows you to view hidden levels, calculated from the major rates. It finds nearest extremums in major quotes for specified history depth, which most likely form resistence or support levels, a
EvoLevels
Stanislav Korotky
The indicator displays most prominent price levels and their changes in history. It dynamically detects regions where price movements form attractors and shows up to 8 of them. The attractors can serve as resistance or support levels and outer bounds for rates. Parameters: WindowSize - number of bars in the sliding window which is used for detection of attractors; default is 100; MaxBar - number of bars to process (for performance optimization); default is 1000; when the indicator is called from
This is an intraday indicator that uses conventional formulae for daily and weekly levels of pivot, resistance and support, but updates them dynamically bar by bar. It answers the question how pivot levels would behave if every bar were considered as the last bar of a day. At every point in time, it takes N latest bars into consideration, where N is either the number of bars in a day (round the clock, i.e. in 24h) or the number of bars in a week - for daily and weekly levels correspondingly. So,
Most of traders use resistance and support levels for trading, and many people draw these levels as lines that go through extremums on a chart. When someone does this manually, he normally does this his own way, and every trader finds different lines as important. How can one be sure that his vision is correct? This indicator helps to solve this problem. It builds a complete set of virtual lines of resistance and support around current price and calculates density function for spatial distributi
The indicator draws a histogram of important levels for several major currencies attached to the current cross rates. It is intended for using on charts of crosses. It displays a histogram calculated from levels of nearest extremums of related major currencies. For example, hidden levels for AUDJPY can be detected by analyzing extremums of AUD and JPY rates against USD, EUR, GBP, and CHF. All instruments built from these currencies must be available on the client. This is an extended version of
StatBars
Stanislav Korotky
The indicator provides a statistic histogram of estimated price movements for intraday bars. It builds a histogram of average price movements for every intraday bar in history, separately for each day of week. Bars with movements above standard deviation or with higher percentage of buys than sells, or vice versa, can be used as direct trading signals. The indicator looks up current symbol history and sums up returns on every single intraday bar on a specific day of week. For example, if current
This is an easy to use signal indicator which shows and alerts probability measures for buys and sells in near future. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The statistical calculations use the same matrix as another related indicator - PointsVsBars. Once the indicator is placed on a chart, it shows 2 labels with current estimation of signal probability and alerts when signal
CCFpExtra
Stanislav Korotky
CCFpExtra is an extended version of the classic cluster indicator - CCFp. This is the MT4 version of indicator  CCFpExt available for MT5. Despite the fact that MT5 version was published first, it is MT4 version which was initially developed and tested, long before MT4 market was launched. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, in
This is a signal indicator for automatic trading which shows probability measures for buys and sells for each bar. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The core of the indicator is the same as in PriceProbablility indicator intended for manual trading. Unlike PriceProbability this indicator should be called from MQL4 Expert Advisors or used for history visual analysis. The in
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[Silindi] 2019.01.14 08:13 
 

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Andrey Litvichenko
7576
Andrey Litvichenko 2017.10.19 04:21 
 

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Nork
6193
Nork 2017.07.21 14:29 
 

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İncelemeye yanıt
Sürüm 1.2 2017.06.06
Bugfix in deviation calculation.

Improvement in the reporter: if optimization window size or forward step size is constant, cluster report is shown as a single table, which contains all performance indicators - each in a separate row.