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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Gold Snap — A Fast Profit Capture System for Gold Live Signal v2.0: https://www.mql5.com/en/signals/2379945 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 to $799 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 We
Quantum Bitcoin EA
Bogdan Ion Puscasu
4.83 (124)
Quantum Bitcoin EA   : İmkansız diye bir şey yoktur, önemli olan onu nasıl başaracağınızı bulmaktır! En iyi MQL5 satıcılarından birinin en son şaheseri   olan Quantum Bitcoin EA   ile   Bitcoin   ticaretinin geleceğine adım atın. Performans, kesinlik ve istikrar talep eden yatırımcılar için tasarlanan Quantum Bitcoin, kripto para biriminin değişken dünyasında mümkün olanı yeniden tanımlıyor. ÖNEMLİ!   Satın alma işleminden sonra lütfen kurulum kılavuzunu ve kurulum talimatlarını almak için ba
Gold House MT5
Chen Jia Qi
4.65 (55)
Gold House — Gold Swing Breakout Trading  Live Signals:  Adaptive Mode: https://www.mql5.com/en/signals/2379287 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/walter2008 Stay updated — join our MQL5 channel for prod
Precise Pair Trading Pro
Arkadii Zagorulko
3.75 (12)
Lütfen bu EA'yı herhangi bir üçüncü taraf satıcı, ortak veya alternatif dağıtım kanalı üzerinden satmadığımı unutmayın. İzleme -  Canlı sinyal Halka açık kanal - Burada Bu EA iki sembolü işlem yapar ve aralarında kısa vadeli dengesizlik arar. Semboller normal ilişkilerinden farklı hareket ettiğinde, EA işlemler açabilir ve dengesizlik küçüldüğünde onları kapatabilir. Bu bir grid EA değildir. Martingale değildir. EA çok sayıda kurtarma emri açmaz. Her sembol için yalnızca 1 pozisyon kullanır. Poz
Adaptive Gold Scalper Important Pre-notice: This strategy requires a long period of practical verification, and favorable trading returns cannot be guaranteed in the short run. Traders must select brokers with ultra-low order latency, minimal slippage and zero/low stop level requirement; poor broker conditions will lead to disastrous trading results. I have over 14 years of professional trading experience. With proper brokerage conditions and sufficient running time, this fully automated scalpin
Lizard
Marco Scherer
4.81 (21)
LIZARD NEDİR? Lizard, MetaTrader 5 üzerinde yalnızca XAUUSD (altın) için geliştirilmiş tam otomatik bir Expert Advisor'dır. Grafikteki önemli yapısal seviyeleri belirleyen ve hassas biçimde hesaplanmış giriş noktalarına bekleyen stop emirleri yerleştiren çoklu strateji salınım kırılma sistemi kullanır. Martingale yok. Grid yok. Ortalama düşürme yok. Her işlemin tanımlı bir Stop Loss ve Take Profit'i vardır ve çok katmanlı bir çıkış sistemiyle 7/24 otomatik olarak yönetilir. Canlı Sinyal - Satın
Chiroptera
Rob Josephus Maria Janssen
4.53 (45)
Prop Firm Ready! Chiroptera is a non-martingale, non-grid, multi-currency Expert Advisor that operates in the quiet hours of the night. It uses single-placed trades (of all 28 pairs!) with tactically placed Take Profits and Stop Losses, that are continuously adjusted to maximize gains and minimize losses. It keeps track of past and upcoming news reports to ensure impacts are minimized and carefully measures real-time volatility to prevent impacts due to unpredictable geo-political disturbances c
AXIO Gold EA
Shengzu Zhong
4.5 (8)
AXIO GOLD EA MT5 MQL5 gerçek işlem sinyali referansı https://www.mql5.com/en/signals/2378982?source=Site+Signals+My AXIO GOLD EA MT5, MetaTrader 5 üzerinde XAUUSD Altın için özel olarak geliştirilmiş otomatik bir işlem sistemidir. Bu EA, MQL5 üzerinde gösterilen doğrulanmış gerçek işlem sinyaliyle aynı mantığı ve aynı yürütme kurallarını kullanır. Önerilen ve optimize edilmiş ayarlar kullanıldığında ve TMGM gibi güvenilir bir ECN/RAW ham spread komisyoncusunda çalıştırıldığında, EA’nın gerçek iş
Nexorion Initium Novum EA
Valentina Zhuchkova
5 (12)
NEXORION: Initium Novum — Deterministik Mantık ve Algoritmik Sentez NEXORION , likidite işlemenin katı matematiksel algoritmalarına dayalı kurumsal düzeyde bir analitik komplekstir. Projenin temel konsepti "hesaplamalı şeffaflık" ilkesine dayanır: Uzman Danışman (EA), kaotik fiyat akışlarını yapılandırılmış geometrik bölgelere dönüştürerek karar verme sürecini doğrudan işlem grafiği üzerinde görselleştirir. Gerçek Zamanlı İzleme https://www.mql5.com/es/signals/2372338 Sistemin Teknik Spesifikas
Wave Rider EA MT5
Adam Hrncir
4.86 (37)
Scalper speed with sniper entries. Built for Gold. Summer sale  499 USD  only |   regular   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/M30 entry confirmation) to only en
Byrdi
William Brandon Autry
5 (19)
BYRDI. Çoklu varlık mesh trading zekâsı. Çoğu EA aynı anda tek bir grafikte işlem yapar. BYRDI bir ağ çalıştırır. Her grafik bir düğüm hâline gelir. Her düğüm kendi sembolünü, hesabını, brokerini, yapay zekâ modelini, risk profilini ve pozisyon yönetimi modunu çalıştırabilir. Mesh, bunları tek bir koordineli sistemde birbirine bağlar. Forex. Altın. Metaller. Endeksler. Kripto. Petrol. Brokerin desteklediği sentetikler. Tek bir trader. Birçok piyasa. Tek bir koordineli mesh. Güncel promosyon. BY
Cortex Aurex
Vladimir Mametov
5 (3)
Bu, MetaTrader 5 için geliştirilmiş tamamen otomatik bir Expert Advisor’dır ve özellikle Altın (XAUUSD) işlemleri için tasarlanmıştır. Stratejisi, altın piyasasının doğasına uygun şekilde geliştirilmiştir: hızlı fiyat hareketleri, keskin dönüşler ve yüksek volatilite. Sistem, reaksiyon hızı, disiplin ve hassas pozisyon yönetiminin kritik olduğu piyasa koşullarında otomatik işlem yapmayı sağlar. Sistem, disiplinli işlem yönetimi, piyasa değişimlerine hızlı tepki verme ve kontrollü çıkışlar üzerin
Impulse MT5
Simon Reeves
5 (13)
Are you ready to power up your Gold trading? Impulse by Starpoint Trading — A five-strategy gold EA that waits for the perfect shot. Live Signal (High Risk) Vantage AU:  https://www.mql5.com/en/signals/2375861 Live Signal (Medium Risk) Vantage AU:  https://www.mql5.com/en/signals/2380200 Please note that the price of Impulse will increase to $399 on Sunday 12:00 UTC (GMT). Impulse is a momentum grid EA designed exclusively for XAUUSD, combining five independently developed entry strategies in
Pulse Engine
Jimmy Peter Eriksson
4 (31)
GÜNCELLEME - MEVCUT FİYATLA SADECE BİRKAÇ ADET KALDI! Bu sistemin temel amacı, riskli martingale veya grid yöntemlerini kullanmadan uzun vadeli canlı performans sağlamaktır.  MEVCUT FİYATLA ÇOK SINIRLI SAYIDA KOPYA Son Fiyat 1499$ [Canlı Sinyal]    |    [Geri Test Sonuçları]    |    [Kurulum Kılavuzu]    |    [FTMO Sonuçları] Ticarete Farklı Bir Yaklaşım Pulse Engine herhangi bir gösterge veya belirli zaman dilimi kullanmaz. MQL5'teki diğer hiçbir işlem sisteminin kullanmadığı çok benzersiz bir
Quantum Emperor MT5
Bogdan Ion Puscasu
4.86 (505)
Tanıtımı       Quantum Emperor EA   , prestijli GBPUSD çiftinde işlem yapma şeklinizi değiştiren çığır açan MQL5 uzman danışmanı! 13 yılı aşkın ticaret tecrübesine sahip deneyimli yatırımcılardan oluşan bir ekip tarafından geliştirilmiştir. IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. ***Quantum Emperor EA satın alın ve  Quantum StarMan  edinin!*** Daha fazla ayrıntı için özelden sorun Doğrulanmış Sinyal:   Buraya
XG Gold Robot MT5
MQL TOOLS SL
4.27 (107)
The XG Gold Robot MT5 is specially designed for Gold. We decided to include this EA in our offering after extensive testing . XG Gold Robot and works perfectly with the XAUUSD, GOLD, XAUEUR pairs. XG Gold Robot has been created for all traders who like to Trade in Gold and includes additional a function that displays weekly Gold levels with the minimum and maximum displayed in the panel as well as on the chart, which will help you in manual trading. It’s a strategy based on Price Action, Cycle S
ZenQ AI EA
Valentina Zhuchkova
5 (4)
ZenQ AI EA — MetaTrader 5 İçin Akıllı Otomatik İşlem Sistemi ZenQ AI EA, algoritmik işlem, yapay zeka teknolojileri, profesyonel piyasa analizi ve gelişmiş risk yönetimini tek bir entegre ekosistemde bir araya getiren yeni nesil bir otomatik işlem sistemidir. Expert Advisor, kendi dahili işlem mantığına dayanarak tamamen otomatik çalışacak şekilde tasarlanmıştır. Çoğu durumda karmaşık ayarlar veya sürekli kullanıcı takibi gerekmez. EA'yı kurmanız, istediğiniz risk seviyesini seçmeniz ve sistemi
Smart Gold Hunter
Barbaros Bulent Kortarla
5 (12)
Smart Gold Hunter, MetaTrader 5 üzerinde XAUUSD / Gold işlemleri için geliştirilmiş bir Expert Advisor’dır. Grid kullanmayan, martingale kullanmayan, gerçek Stop Loss ve Take Profit mantığına sahip, kontrollü risk yönetimi isteyen yatırımcılar için tasarlanmıştır. Karar vermeden önce canlı sinyalleri kontrol edebilirsiniz: Live Signal - IC Markets: https://www.mql5.com/en/signals/2365400?source=Site +Signals+My Live Signal - Ultima Markets: https://www.mql5.com/en/signals/2376242?source=Site +Si
Quantum Valkyrie
Bogdan Ion Puscasu
4.58 (153)
Quantum Valkyrie - Hassasiyet.Disiplin.Uygulama İndirimli       Fiyat   her 10 satın alımda 50 dolar artacaktır. Canlı Sinyal:   BURAYA TIKLAYIN   Quantum Valkyrie MQL5 herkese açık kanalı:   BURAYA TIKLAYIN ***Quantum Valkyrie MT5 satın alın ve Quantum Emperor veya Quantum Baron'u ücretsiz olarak alma şansını yakalayın!*** Daha fazla bilgi için özel mesaj gönderin! IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions.
ArtQuant Gold
Miguel Angel Vico Alba
4.36 (25)
ArtQuant Gold , MetaTrader 5 için geliştirilmiş profesyonel bir Expert Advisor’dır. Yalnızca Gold / XAUUSD üzerinde otomatik işlem yapmak için tasarlanmıştır ve farklı brokerlar tarafından kullanılan yaygın altın sembol varyasyonlarıyla uyumludur. EA, yapılandırılmış çok modüllü ve grid tabanlı bir işlem motoru üzerine kuruludur. Bu motor; pozisyon maruziyetini, işlem döngülerini, emir yürütme filtrelerini ve sanal işlem korumasını sade ve profesyonel bir kullanıcı arayüzü üzerinden yönetmek içi
BB Return mt5
Leonid Arkhipov
4.62 (120)
BB Return — altın (XAUUSD) işlemleri için bir Uzman Danışman’dır (EA). Bu işlem fikrini daha önce manuel trading de kullandım. Stratejinin temeli, fiyatın Bollinger Bands aralığına geri dönmesidir; ancak mekanik şekilde veya her dokunuşta işlem açılmaz. Altın piyasasında bantlar tek başına yeterli olmadığı için EA, zayıf ve çalışmayan piyasa koşullarını eleyen ek filtreler kullanır. İşlemler yalnızca geri dönüş mantığının gerçekten geçerli olduğu durumlarda açılır.   Global   update   on   June
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AQS-SyntheticBreakOut PRO Trend-following breakout Expert Advisor for MetaTrader 5 Engineered around a synthetic UTC trading day for portability and execution consistency Overview AQS-SyntheticBreakOut PRO is a rule-based trend-following breakout Expert Advisor for MetaTrader 5 , designed to reduce a common weakness of “daily” trading systems: dependency on broker server time and session definitions . Many daily breakout strategies implicitly rely on broker-defined daily candles, meaning the sam
AQS CandlePulse Pattern Basket Multi-Pattern Candlestick Expert Advisor for MetaTrader 5 Rule-based • Execution-hardened • Risk-controlled Overview AQS CandlePulse Pattern Basket is a rule-based candlestick pattern Expert Advisor for MetaTrader 5 , designed to trade high-probability price action signals using a controlled basket approach combined with robust execution and risk-management safeguards . The EA focuses on classical candlestick formations , evaluated on closed candles only , and in
AQS-SupportResistance BreakOut PRO Support/Resistance breakout Expert Advisor for MetaTrader 5 Engineered for rule-based breakout execution using pending stop orders around dynamic support/resistance levels, with execution hardening for broker portability and consistent behaviour across instruments. Overview AQS-SupportResistance BreakOut PRO is a rule-based breakout Expert Advisor for MetaTrader 5. The EA identifies a dynamic support and resistance range derived from recent price action and pl
HMA Trend PRO
Marina Dangerio
HMA TrendPro Experts · AuroraQuantSystems · Version: 1.2 · Activations: 5 AQS-HMA TrendPro Hull Moving Average (HMA) trend-following Expert Advisor for MetaTrader 5 Engineered around trend-cycle confirmation, ATR-defined exits, structured pyramiding, and production-grade safety controls. Overview AQS-HMA TrendPro is a rule-based trend-following EA for MetaTrader 5 that seeks to participate in sustained directional moves by combining: Fast HMA reversal timing (entry trigger) Slow HMA trend conf
Intraday Mean Reverting RSI Pro Experts · AuroraQuantSystems · Version: 1.01 · Activations: 5 AQS-Intraday Mean Reverting RSI Pro RSI cross-out / momentum-confirmation Expert Advisor for MetaTrader 5 Engineered around RSI reversal timing, ADX strength confirmation, ATR-defined exits, and percentage-of-target trailing protection. Overview AQS-Intraday Mean Reverting RSI Pro  is a rule-based MetaTrader 5 EA built to capture directional entries after an RSI recovery from oversold or an RSI reject
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