Linear Regression Mean Reversion PRO

AQS-LinReg MeanReversion PRO

Linear-Regression mean-reversion Expert Advisor for MetaTrader 5
Engineered around statistically-defined deviation bands, execution discipline, and defensive risk controls

Overview

AQS-LinReg MeanReversion PRO is a rule-based mean-reversion EA for MetaTrader 5 that seeks to capture reversion back toward a regression “fair value” line after price deviates beyond statistically-defined bands.

Unlike discretionary “buy low / sell high” approaches, the EA uses an internal linear regression model over a configurable lookback window to compute:

  • a regression line (fair value proxy)

  • residual-based deviation bands (OverSold / OverBought)

  • extreme bands for rare overshoots (LowerExtreme / UpperExtreme)

The strategy is designed as a medium-frequency, risk-controlled mean-reversion component, prioritising repeatability, conservative execution safeguards, and transparent controls over aggressive trade recovery.

Strategy Classification

  • Primary type: Mean-reversion (statistical deviation reversion)

  • Trading style: Regression channel / residual band reversion

  • Time horizon: Intraday-to-swing (depends on preset; logic runs on the chart timeframe)

This EA:

  • ✔ trades reversion setups after price crosses back from oversold/overbought bands

  • ✔ can scale exposure only via fixed multipliers (no compounding logic)

  • ❌ does NOT use grid, martingale, averaging-down recovery, hedging, or counter-trend “rescue” logic

  • ❌ is NOT a scalper / HFT system

Core Concept: Regression “Fair Value” + Residual Bands

Instead of relying on moving averages or discretionary zones, the EA builds a regression line on the current timeframe and measures how far price deviates from it using the standard deviation of residuals.

Key design objectives:

  • Define entries using statistical structure (bands) rather than subjective levels

  • Prefer mean-reversion after a deviation has occurred (not prediction)

  • Keep behaviour repeatable using trade limits, cooldowns, spread guards, and stop/level compliance

Trading Logic (High-Level)

1) Internal regression model (on-chart timeframe)

Using the most recent RegressionPeriod bars, the EA computes:

  • Regression line (fair value proxy)

  • Residual dispersion estimate

  • Deviation bands:

    • OverSold / OverBought

    • LowerExtreme / UpperExtreme

    • (Hedge bands computed for parity, not required for core entries)

2) Mean-reversion entry triggers (band cross-back)

A trade is considered only when price shows a cross-back behaviour consistent with “exhaustion then reversion”, e.g.:

  • Buy: price crosses back above Oversold / LowerExtreme after being below it

  • Sell: price crosses back below Overbought / UpperExtreme after being above it

This aims to avoid “catching a falling knife” by requiring a confirmation-style cross rather than a simple touch.

3) Optional “regime bias” via regression gradient

The EA can apply different lot multipliers depending on whether the regression line is rising or falling (a simple directional context):

  • “On-trend” multiplier vs “against-trend” multiplier
    This is not a trend-following system — it’s a sizing gate for mean-reversion context.

4) Exit logic toward the regression line

Exits are designed around reversion to the fair value region, using:

  • Single-position close signal on regression cross (mean-reversion completion), and/or

  • Basket-style close conditions when multiple positions exist (conservative flattening behaviour)

5) Execution discipline

To reduce over-trading and make behaviour testable/repeatable, the EA includes:

  • Max trades per broker day

  • Minimum bars between entries

  • Max spread filter to avoid poor execution conditions

Risk Management & Execution Controls

AQS-LinReg MeanReversion PRO is designed with explicit, defensive risk controls:

  • ATR-based stop-loss and take-profit (configurable ATR period + multipliers)

  • Broker stop-distance & freeze-level awareness (reduces modification failures)

  • Trailing stop (configurable start and trail distance)

  • Pre-trail risk cut (partial close)
    A one-shot defensive reduction when price moves toward SL by a configurable fraction before trailing starts.

  • Catastrophic basket stop (money-based)
    Optional emergency close of all EA positions if basket P/L breaches a defined loss threshold.

  • Optional equity drawdown guard
    Can block new entries (and optionally force exit) when equity DD exceeds a threshold vs baseline.

  • Trade limiters
    Max open positions (symbol + magic), daily cap, and cooldowns.

Important: The EA does not attempt to “recover” losses via martingale/grid behaviour. Risk controls are meant to cap damage, not accelerate exposure.

Timeframe & Environment Testing

  • The EA runs on the chart timeframe (H1 is the recommended and tested timeframe) and is intended for systematic testing per instrument / timeframe preset.

  • Because broker conditions vary (spread, commissions, contract specs, stop/freeze levels), users should validate the EA on their broker before live use.

Note: If an instrument/timeframe produces no trades in a given historical window, it typically means the band-cross conditions were not met under those market dynamics — not that the EA “failed”.

Configurations Included (preset .set files)

This product includes preset configurations provided for the following instruments:

FX configurations (13)

  • AUDJPY

  • AUDUSD

  • CADJPY

  • EURAUD

  • EURNZD

  • EURJPY

  • GBPAUD

  • GBPJPY

  • GBPNZD

  • CHFJPY

  • NZDJPY

  • USDJPY

Index / CFD configurations (6)

  • AUS200

  • EUSTX50

  • FRA40

  • JPN225

  • NAS100

  • US500

Each preset is intended as a starting point and should be used only on the matching symbol/timeframe it was prepared for.

Important: Symbol names may vary by broker (suffixes such as .r , _SB , m , etc.). If your broker uses a different symbol name, load the .set file and apply it to the corresponding instrument on your platform, then validate contract specifications and execution constraints.

How preset (.set) files are provided

To ensure buyers can trade immediately with the exact tested configurations, the corresponding preset files are provided upon request after purchase.

How buyers receive the preset files

After purchase, buyers can request the preset files via:

Preset files are delivered promptly and correspond to the same parameters used in testing, including risk, session, and execution settings.

Recommended Usage

  • Designed as a portfolio component, not a single-market “all-in-one” system

  • Use one preset per symbol/timeframe

  • Always validate on demo before live deployment

  • Apply conservative risk settings appropriate to your account size and broker conditions

  • If you modify parameters, re-test execution constraints (stop levels, freeze levels, spread behaviour, slippage tolerance)

Important Notes (Transparency & Risk)

  • No martingale, grid, averaging, hedging, or recovery logic

  • No performance guarantees are made

  • Results are market- and broker-dependent

  • Past performance is not indicative of future results

Always demo-test and apply appropriate risk management before trading live.

FAQ (Frequently Asked Questions)

Q1) What type of strategy is this?
AQS-LinReg MeanReversion PRO is a regression-based mean-reversion EA that trades reversion after statistically-defined deviation conditions (oversold/overbought band cross-back). It is not grid/martingale/averaging.

Q2) What timeframe should I use?
Use the timeframe associated with the provided preset. If you change timeframe, you should re-test and re-validate carefully.

Q3) Does it use martingale or recovery stacking?
No. There is no martingale/grid/recovery logic. Risk is controlled with stops, limits, and defensive mechanisms.

Q4) Does it work in higher-spread environments (e.g., spread-based accounts)?
The EA includes execution safeguards (spread filter, stop/freeze awareness). However, real conditions vary widely. Always demo-test and confirm symbol conditions and execution quality.

Q5) Do I need to optimise the EA?
Not necessarily. Presets are designed to get you started quickly. If you optimise, avoid overfitting and validate using robust out-of-sample and conservative execution assumptions.

Q6) How do I load the .set files?
Open Strategy Tester (or attach EA to a chart) → Inputs → Load → choose the relevant .set file → confirm the symbol/timeframe match.

Q7) What should I do before trading live?
Demo test, confirm correct symbol mapping, verify stop/freeze behaviour and spread conditions, and ensure risk settings match your capital and objectives.

Screenshot provided:

Screenshot 1 – Strategy visual execution on H1 timeframe
Screenshot 2 – Multi-asset examples (FX & Indices)
Screenshot 3 – Long-term equity curve (2+ years backtest)
Screenshot 4 – Strategy Tester report (key statistics)
Screenshot 5 – Full input configuration and risk controls


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Adam Hrncir
4.83 (23)
Experts
Scalper speed with sniper entries. Built for Gold. 33% OFF only  this weekend for 299 USD (ends Sunday midnight)   |   final   price  599  USD Check the Live signal  or Manual Hybrid scalper combining scalping speed with single position or intelligent recovery for XAUUSD. 4 trading strategies | Triple timeframe confirmation | 3 layers of account protection. Most trades close in under 30 minutes — minimal market exposure, maximum control. Wave Rider uses triple timeframe analysis (H1 trend + M15
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Chen Jia Qi
4.44 (50)
Experts
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Yahia Mohamed Hassan Mohamed
3.27 (82)
Experts
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
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MQL TOOLS SL
4.33 (15)
Experts
Wall Street Robot is a professional trading system developed exclusively for US stock indices, focused on S&P500 and Dow Jones. These markets are known for their high liquidity, structured movements and strong reaction to global economic flows, making them ideal for algorithmic trading strategies based on precision and discipline. By concentrating only on these indices, the system is able to adapt closely to their behavior, volatility patterns and intraday dynamics, instead of trying to operate
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Stanislav Tomilov
5 (9)
Experts
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Ugochukwu Mobi
3.38 (21)
Experts
Bonnitta EA si basa sulla strategia Pending Position (PPS) e su un algoritmo di trading segreto molto avanzato. La strategia di Bonnitta EA è una combinazione di un indicatore personalizzato segreto, linee di tendenza, livelli di supporto e resistenza (Price Action) e il più importante algoritmo di trading segreto sopra menzionato. NON ACQUISTARE UN EA SENZA NESSUN TEST CON SOLDI VERI DI PIÙ DI 3 MESI, MI CI SONO VOLTE PIÙ DI 100 SETTIMANE (PIÙ DI 2 ANNI) PER TESTARE BONNITTA EA CON SOLDI VERI
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Thi Ngoc Tram Le
5 (3)
Experts
ANE — Gold Grid Expert Advisor ANE è un Expert Advisor completamente automatizzato progettato per tradare XAUUSD (Oro) sul timeframe M15 utilizzando una strategia di griglia con averaging . Importante: Testa prima l’EA su un conto demo per comprendere il comportamento del sistema di averaging prima di utilizzarlo su un conto reale. Segnale Live ANE Official Channel Strategia di Trading ANE gestisce le posizioni come un gruppo. Apre trade aggiuntivi per ottimizzare il prezzo di ingresso medio q
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Profalgo Limited
5 (35)
Experts
IMPORTANTE   : Questo pacchetto sarà venduto al prezzo corrente solo per un numero molto limitato di copie.    Il prezzo salirà a 1499$ molto velocemente    +100 strategie incluse   e altre in arrivo! BONUS   : A partire da un prezzo di 999$ --> scegli   gratuitamente 5    dei miei altri EA!  TUTTI I FILE IMPOSTATI GUIDA COMPLETA ALLA CONFIGURAZIONE E ALL'OTTIMIZZAZIONE GUIDA VIDEO SEGNALI LIVE RECENSIONE (terza parte) NEW - VERSION 5.0 - ONECHARTSETUP Benvenuti al SISTEMA DEFINITIVO DI BREA
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Bogdan Ion Puscasu
4.85 (504)
Experts
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
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Leonid Arkhipov
4.86 (44)
Experts
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Profalgo Limited
4.57 (30)
Experts
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
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Bogdan Ion Puscasu
4.83 (120)
Experts
Quantum Bitcoin EA   : niente è impossibile, è solo questione di capire come farlo! Entra nel futuro del trading   di Bitcoin   con   Quantum Bitcoin EA   , l'ultimo capolavoro di uno dei migliori venditori di MQL5. Progettato per i trader che richiedono prestazioni, precisione e stabilità, Quantum Bitcoin ridefinisce ciò che è possibile nel mondo volatile delle criptovalute. IMPORTANTE!   Dopo l'acquisto, inviami un messaggio privato per ricevere il manuale di installazione e le istruzioni d
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MQL TOOLS SL
4.85 (26)
Experts
XIRO Robot is a professional trading system created to operate on two of the most popular and liquid instruments on the market:  GBPUSD, XAUUSD and BTCUSD . We combined two proven and well tested systems, enhanced them with multiple new improvements, optimizations and additional protective mechanisms, and integrated everything into one advanced and unified solution. As a result of this development process, XIRO Robot was created. Robot was designed for traders who are looking for a reliable and
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Vitali Vasilenka
5 (5)
Experts
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Ihor Otkydach
5 (3)
Experts
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Lo Thi Mai Loan
4.67 (3)
Experts
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Ho Tuan Thang
3.72 (43)
Experts
VUOI GLI STESSI RISULTATI DEL MIO SEGNALE LIVE?   Utilizza gli stessi broker che uso io:   IC MARKETS  &  I C TRADING .  A differenza del mercato azionario centralizzato, il Forex non ha un unico flusso di prezzi unificato.  Ogni broker attinge liquidità da fornitori diversi, creando flussi di dati unici. Altri broker possono raggiungere solo una performance di trading equivalente al 60-80%.     Canale Forex EA Trading su MQL5:  Unisciti al mio canale MQL5 per ricevere le ultime notizie da parte
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Valentina Zhuchkova
5 (2)
Experts
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Christophe Pa Trouillas
4.77 (13)
Experts
Genera rendimenti controllati con un EA assistito da Grok AI , diversificato nel rischio e ottimizzato per l'Oro . GoldZILLA AI è un algoritmo multi-strategia che rileva i regimi di mercato per selezionare dinamicamente tra cinque strategie distinte, ottimizzando i rendimenti mentre minimizza il drawdown su XAUUSD. [   Live Signal   ] - [  Dedicated group   | Version   MT5   -   MT4   ] Dopo l'acquisto, inviami un messaggio privato per ricevere il manuale utente e le istruzioni di configurazione
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Marina Dangerio
Experts
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Marina Dangerio
Experts
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Support Resistance BreakOut PRO
Marina Dangerio
Experts
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HMA Trend PRO
Marina Dangerio
Experts
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Intraday Mean Reverting RSI PRO
Marina Dangerio
Experts
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