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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PUNTELLO AZIENDA PRONTO!   (   scarica SETFILE   ) WARNING : Sono rimaste solo poche copie al prezzo attuale! Prezzo finale: 990$ Ottieni 1 EA gratis (per 2 account commerciali) -> contattami dopo l'acquisto Ultimate Combo Deal   ->   click here JOIN PUBLIC GROUP:   Click here Live Signal Benvenuti al Mietitore d'Oro! Basato sul Goldtrade Pro di grande successo, questo EA è stato progettato per funzionare su più intervalli di tempo contemporaneamente e ha la possibilità di impostare la frequ
HTTP ea
Yury Orlov
4.73 (11)
How To Trade Pro (HTTP) EA — un consulente di trading professionale per negoziare qualsiasi asset senza martingala o griglie dall'autore con oltre 25 anni di esperienza. La maggior parte dei consulenti top lavora con l'oro in crescita. Appaiono brillanti nei test... finché l'oro sale. Ma cosa succede quando il trend si esaurisce? Chi proteggerà il tuo deposito? HTTP EA non crede nella crescita eterna — si adatta al mercato mutevole e è progettato per diversificare ampiamente il tuo portafoglio d
Aura Ultimate EA
Stanislav Tomilov
4.81 (103)
Aura Ultimate: l'apice del trading tramite reti neurali e il percorso verso la libertà finanziaria. Aura Ultimate rappresenta il prossimo passo evolutivo nella famiglia Aura: una sintesi di architettura AI all'avanguardia, intelligenza adattabile al mercato e precisione basata sul controllo del rischio. Basata sul DNA collaudato di Aura Black Edition e Aura Neuron, si spinge oltre, fondendo i loro punti di forza in un unico ecosistema multi-strategia unificato, introducendo al contempo un live
The Gold Phantom
Profalgo Limited
4.35 (20)
PROP FIRM PRONTO! -->   SCARICA TUTTI I FILE DEL SET AVVERTIMENTO: Ne sono rimaste solo poche copie al prezzo attuale! Prezzo finale: 990$ NOVITÀ (a partire da soli 399$)   : scegli 1 EA gratis! (limitato a 2 numeri di account commerciali, uno qualsiasi dei miei EA tranne UBS) Offerta Combo Definitiva     ->     clicca qui UNISCITI AL GRUPPO PUBBLICO:   Clicca qui   Segnale in diretta Segnale in diretta 2 !! IL FANTASMA D'ORO È ARRIVATO !! Dopo l'enorme successo di The Gold Reaper, sono estr
Golden Hen EA
Taner Altinsoy
4.76 (51)
Panoramica Golden Hen EA è un Expert Advisor progettato specificamente per XAUUSD (Oro). Funziona combinando nove strategie di trading indipendenti, ognuna innescata da diverse condizioni di mercato e intervalli temporali (M5, M30, H2, H4, H6, H12, W1). L'EA è progettato per gestire automaticamente i suoi ingressi e i filtri. La logica principale dell'EA si concentra sull'identificazione di segnali specifici. Golden Hen EA non utilizza tecniche grid, martingala o di mediazione (averaging) . Tut
Xauusd Breeze
Abdelrahman Ahmed Mahmoud Ahmed
5 (6)
XAUUSD Breeze is a precision-engineered Expert Advisor that simplifies the complexity of the gold market. It seamlessly merges the structural reliability of classical support and resistance analysis with a highly optimized, world-class scalping strategy. By identifying high-probability price "bottlenecks" and liquidity zones, XAUUSD Breeze captures rapid movements with ease, offering a smooth and consistent trading experience even in volatile conditions. The price starts at $79. It increases by
Zeno
Anton Kondratev
5 (2)
ZENO EA   è un EA aperto multivaluta, flessibile, completamente automatizzato e multiforme per l'identificazione delle vulnerabilità nel mercato dell'ORO! Not    Grid   , Not    Martingale  ,  Not    " AI"     , Not    " Neural Network" ,  Not    " Machine Learning"  ,   Not   "ChatGPT" ,   Not   Unrealistically Perfect Backtests  Signal Live +51 Weeks :  https://www.mql5.com/en/signals/2350001 Default   Settings for One Сhart   XAUUSD or GOLD H1 ZENO Guide Segnali Rimborso del broker senza com
Golden Mirage mt5
Michela Russo
4.7 (61)
Limited stock at the current price! Final price: $1999 --> PROMO: From $299 --> The price will go up every 5 purchases, next price : $399 Golden Mirage is a robust gold trading robot designed for traders who value reliability, simplicity, and professional-grade performance. Powered by a proven combination of RSI, Moving Average,  ADX, and High/Low Level  indicators, Golden Mirage delivers high-quality signals and fully automated trading on the M5 timeframe for XAUUSD (GOLD) . It features a robu
Quantum Emperor MT5
Bogdan Ion Puscasu
4.85 (503)
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
Mean Machine
William Brandon Autry
4.93 (40)
Presentiamo Mean Machine GPT Gen 2 – L'Originale. Ora più intelligente, più forte e più capace che mai. Abbiamo avviato tutto questo cambiamento alla fine del 2024 con Mean Machine, uno dei primissimi sistemi a portare una vera IA di frontiera nel trading retail dal vivo. Mean Machine GPT Gen 2 è la prossima evoluzione di quella visione originale. Non abbiamo sostituito l'originale. Lo abbiamo fatto evolvere. La maggior parte dei sistemi risponde una volta, agisce una volta e dimentica tutto. M
Altri dall’autore
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.
RenkoFromRealTicks
Stanislav Korotky
4.5 (2)
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
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
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
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
ADXSignal
Stanislav Korotky
Classical ADX revamped to provide faster and more solid trading signals. 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 speaking, any conversion to an absolute value destroys a part of information, and it mak
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
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
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
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
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
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
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
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
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
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
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
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
The main idea of this indicator is rates analysis and prediction by Fourier transform. Indicator decomposes exchange rates into main harmonics and calculates their product in future. You may use the indicator as a standalone product, but for better prediction accuracy there is another related indicator - FreqoMaster - which uses FreqoMeterForecast as a backend engine and combines several instances of FreqoMeterForecast for different frequency bands. Parameters: iPeriod - number of bars in the ma
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Andrey Litvichenko
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Nork
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