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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ZenQ AI EA — Sistema Intelligente di Trading Automatizzato per MetaTrader 5 ZenQ AI EA è un sistema di trading automatizzato di nuova generazione che combina trading algoritmico, tecnologie di intelligenza artificiale, analisi professionale dei mercati e gestione avanzata del rischio all'interno di un unico ecosistema integrato. L'Expert Advisor è stato progettato per operare in modo completamente automatico grazie alla propria logica interna di trading. Nella maggior parte dei casi non sono ric
Gold House MT5
Chen Jia Qi
4.59 (49)
Gold House — Gold Swing Breakout Trading  Price increase coming soon. Only a few licenses remain at the current price (3/100) . Next target price: $999. Live signals: Profit Priority mode : https://www.mql5.com/en/signals/2359124 BE priority mode :  https://www.mql5.com/en/signals/2372604 Important: After purchasing, please remember to send us a private message to receive the recommended parameters, instructions, precautions, and usage tips. (MQL5 messaging):   https://www.mql5.com/en/users/wa
ArtQuant Gold
Miguel Angel Vico Alba
4.48 (23)
ArtQuant Gold è un Expert Advisor professionale per MetaTrader 5 , sviluppato esclusivamente per il trading automatizzato su Gold / XAUUSD e compatibile con le varianti più comuni dei simboli dell’oro utilizzate dai diversi broker. L’EA è costruito su un motore di trading strutturato, multi-modulo e basato su logica grid , progettato per gestire esposizione, controllo dei cicli, filtri di esecuzione e protezione virtuale delle operazioni attraverso un’interfaccia utente semplificata e profession
Neurox AI
Stanislav Tomilov
5 (1)
Neurox AI: il futuro del trading dell'oro basato sull'intelligenza neurale multi-modulo. Dopo quasi due anni di intenso clamore mediatico sull'intelligenza artificiale, una cosa è ormai chiara: i semplici modelli generativi come ChatGPT e sistemi simili non funzionano come veri e propri motori di trading. Possono spiegare, scrivere testi, generare idee o supportare l'analisi, ma rimangono principalmente degli assistenti, non algoritmi di trading professionali a tutti gli effetti. Nel 2026, i ris
AnE
Thi Ngoc Tram Le
4.8 (5)
ANE — Gold Grid Expert Advisor ANE è un Expert Advisor completamente automatizzato progettato per negoziare XAUUSD (Oro) sul timeframe M15 utilizzando una strategia di grid con averaging . Importante: Prova prima l’EA su un conto demo per comprendere il comportamento del sistema di averaging prima di utilizzarlo su un conto reale. Segnale Live Canale Ufficiale ANE Strategia di Trading ANE gestisce le posizioni come un unico gruppo. Apre trade aggiuntivi per ottimizzare il prezzo medio di entrat
Sharkyra Gold
Nico Demus Sitepu
5 (3)
Only 10  copies left at current  price!,  Next Price 9 99 USD.   T he newest and powerful  Sharkyra  Gold  MT5  of Expert Advisors. My specifically designed to run on the XAUUSD/GOLD pair. Sharkyra  Gold   EA  is a fully automated trading system designed for traders who love speed, accuracy, and consistency. Built with a smart  logic  engine, this EA takes advantage of micro market movements and executes trades with lightning-fast precision making it perfect for volatile market sessions.   Shark
Gold Snap
Chen Jia Qi
4.56 (9)
Gold Snap — A Fast Profit Capture System for Gold Live Signal: https://www.mql5.com/en/signals/2362714 Live Signal2: https://www.mql5.com/en/signals/2372603 Only 3 copies remaining at the current price. The price will be increased soon. Important: After purchasing, please contact us by private message to receive the user guide, recommended settings, usage notes, and update support.  https://www.mql5.com/en/users/walter2008 Welcome to join our MQL5 channel for product updates and trading insi
Akali
Yahia Mohamed Hassan Mohamed
3.13 (86)
LIVE SIGNAL: Clicca qui per vedere le prestazioni dal vivo IMPORTANTE: LEGGI PRIMA LA GUIDA È fondamentale leggere la guida alla configurazione prima di utilizzare questo EA per comprendere i requisiti del broker, le modalità della strategia e l'approccio intelligente. Clicca qui per leggere la Guida Ufficiale Akali EA Panoramica Akali EA è un Expert Advisor di scalping ad alta precisione progettato specificamente per l'Oro (XAUUSD). Utilizza un algoritmo di trailing stop estremamente stretto pe
Impulse MT5
Simon Reeves
5 (3)
Are you ready to power up your Gold trading? Impulse by Starpoint Trading — A dual-strategy gold EA that waits for the perfect shot. Live Signal:  https://www.mql5.com/en/signals/2375861 Impulse is a momentum grid EA designed exclusively for XAUUSD, combining two independently developed entry strategies into a single unified grid framework. 2 momentum-based scalper strategies | Dual-timeframe confirmation | Bar-close execution | Smart virtual take profit Every entry, every grid addition, every
Quantum Emperor MT5
Bogdan Ion Puscasu
4.86 (505)
Presentazione       Quantum Emperor EA   , l'innovativo consulente esperto MQL5 che sta trasformando il modo in cui fai trading sulla prestigiosa coppia GBPUSD! Sviluppato da un team di trader esperti con esperienza di trading di oltre 13 anni. IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. ***Acquista Quantum Emperor EA e potresti ottenere Quantum StarMan     gratis!*** Chiedi in privato per maggiori dettagli Segn
Gold Safe EA
Anton Zverev
3.25 (12)
Segnale in diretta:   https://www.mql5.com/en/signals/2360479 Intervallo temporale:   M1 Coppia di valute:   XAUUSD Gold Safe EA Manual: https://www.mql5.com/ru/blogs/post/770312 Varko Technologies   non è un'azienda, è una filosofia di libertà. Sono interessato a una collaborazione a lungo termine e alla costruzione di una solida reputazione. Il mio obiettivo è migliorare e ottimizzare costantemente il prodotto per adattarlo alle mutevoli condizioni di mercato. Gold Safe EA   - l'algoritmo u
Altri dall’autore
RenkoFromRealTicks
Stanislav Korotky
4.67 (3)
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
WalkForwardOptimizer MT5
Stanislav Korotky
3.78 (9)
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.
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
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
RenkoCharts
Stanislav Korotky
This non-trading expert utilizes so called 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 RenkoCharts on a chart of a work instrument. The lesser timeframe of the source chart is, the more precise resulting renko chart is, but the lesse
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
SyntheticIndices
Stanislav Korotky
The indicator compares quotes of a given symbol and a synthetic quote calculated from two specified referential symbols. The indicator is useful for checking Forex symbol behavior via corresponding stock indices and detecting their convergence/divergence which can forecast future price movements. The main idea is that all stock indices are quoted in particular currencies and therefore demonstrate correlation with Forex pairs where these currencies are used. When market makers decide to "buy" one
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
ADXS
Stanislav Korotky
5 (3)
Ever wondered why standard ADX is made unsigned and what if it would be kept signed? This indicator gives the answer, which allows you to trade more efficient. This indicator calculates ADX values using standard formulae, but excludes operation of taking the module of ADX values, which is forcedly added into ADX for some reason. In other words, the indicator preserves natural signs of ADX values, which makes it more consistent, easy to use, and gives signals earlier than standard ADX. Strictly s
This indicator provides the analysis of tick volume deltas. It monitors up and down ticks and sums them up as separate volumes for buys and sells, as well as their delta volumes. In addition, it displays volumes by price clusters (cells) within a specified period of bars. This indicator is similar to VolumeDeltaMT5 , which uses almost the same algorithms but does not process ticks and therefore cannot work on M1. This is the reason for VolumeDeltaM1 to exist. On the other hand, VolumeDeltaMT5 ca
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
RenkoChartsDemo
Stanislav Korotky
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
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
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
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
OrderBook Recorder
Stanislav Korotky
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
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
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
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
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
PriceProbability
Stanislav Korotky
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
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[Eliminato] 2019.01.14 08:13 
 

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Andrey Litvichenko
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Andrey Litvichenko 2017.10.19 04:21 
 

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Nork
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