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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AGERA   è un EA aperto 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  AGERA    Community :       www.mql5.com/en/messages/01e0964ee3a9dc01 Vantage Real :    https://www.mql5.com/en/signals/2363787 Tickmill Real :    
TwisterPro Scalper
Jorge Luiz Guimaraes De Araujo Dias
5 (17)
Experts
Meno trade. Trade migliori. La costanza prima di tutto. • Segnale in Tempo Reale Modalità 1 Twister Pro EA è un Expert Advisor di scalping ad alta precisione sviluppato esclusivamente per XAUUSD (Oro) sul timeframe M15. Opera meno — ma quando opera, lo fa con uno scopo preciso. Ogni ingresso passa attraverso 5 livelli indipendenti di validazione prima che venga piazzato un singolo ordine, garantendo un tasso di precisione estremamente elevato con il SET predefinito. DUE MODALITÀ: Mode 1 (cons
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Ho Tuan Thang
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VUOI GLI STESSI RISULTATI DEL MIO SEGNALE LIVE?   Usa esattamente gli stessi broker che uso io:   IC MARKETS  &  I C TRADING .  A differenza del mercato azionario centralizzato, il Forex non ha un unico feed di prezzi unificato.  Ogni broker si procura liquidità da diversi fornitori, creando flussi di dati unici. Altri broker possono raggiungere solo prestazioni di trading equivalenti al 60-80%. SEGNALE LIVE Canale di Trading Forex EA su MQL5:  Unisciti al mio canale MQL5 per ricevere le mie ul
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William Brandon Autry
5 (24)
Experts
Syna 5 – Intelligenza Persistente. Memoria Reale. Intelligenza di Trading Universale. La maggior parte degli strumenti di IA risponde una volta e dimentica tutto. Ti lasciano a ricominciare da zero ancora e ancora. Syna 5 no. Ricorda ogni conversazione, ogni trade analizzato, perché ha agito, perché è rimasto in disparte e come il mercato ha reagito successivamente. Contesto completo in ogni sessione. Intelligenza cumulativa che si rafforza ad ogni trade. Questo non è l'ennesimo EA con funzioni
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Lo Thi Mai Loan
5 (6)
Experts
AI Quantum Scalper — L’Evoluzione dell’Esecuzione Intelligente Precisione. Intelligenza. Dominio Multi-Mercato. SCARICA SETFILE  | GUIDA INPUT | GUIDA ALL’INSTALLAZIONE Promotion: Prezzo scontato: Il prezzo aumenta di **50 USD al giorno durante il periodo promozionale**. Prezzo a fasi: Dopo i primi 100 clienti, il prezzo aumenterà a **999.99 USD** e continuerà a salire gradualmente fino a **4999.99 USD** nel tempo. Offerta speciale: Acquista AI Quantum Scalper oggi per avere la possibilità di
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Thi Ngoc Tram Le
4.8 (105)
Experts
AOT Expert Advisor Multi-Valuta con Analisi del Sentiment AI Strategia di ritorno alla media multi-coppia per la diversificazione del portafoglio su coppie di valute correlate. Testa AOT per la prima volta?     Inizia con le   impostazioni di dimensione lotto fisso , Dimensione lotto fisso 0.01 | Posizione singola per coppia | Funzioni avanzate disattivate. Logica di trading pura   per comprendere il comportamento del sistema. Segnale con storico verificato Dettaglio Nome File di Impostazione De
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Ho Tuan Thang
4.39 (59)
Experts
Optimize your trading environment: To get the best results matching the live signal, it is highly recommended to use a reliable True ECN broker with low latency and tight spreads. Because Forex liquidity varies, choosing a robust broker ensures the algorithm can execute trades with maximum precision. LIVE SIGNAL & COMMUNITY Live Performance (More than 7 months):  View AI Gold Sniper Live Signal Forex EA Trading Channel:  Join my community of over 15,000 members for the latest updates and support
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Profalgo Limited
4.46 (24)
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$)   : scegli 1 EA gratis! (limitato a 2 numeri di account commerciali, uno qualsiasi dei miei EA tranne UBS) Offerta Combo Definitiva     ->     clicca qui UNISCITI AL GRUPPO PUBBLICO:   Clicca qui   Segnale in diretta Segnale in diretta 2 !! IL FANTASMA D'ORO È ARRIVATO !! Dopo l'enorme successo di The Gold Reaper, sono estr
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William Brandon Autry
5 (7)
Experts
Nano Machine GPT Version 2 (Generation 2) – Intelligenza Persistente di Pullback Abbiamo avviato questo cambiamento alla fine del 2024 con Mean Machine, uno dei primissimi sistemi a portare una vera IA di frontiera nel trading retail forex dal vivo. Nano Machine GPT Version 2 è la prossima evoluzione in questa linea. La maggior parte degli strumenti di IA risponde una volta e dimentica tutto. Nano Machine GPT Version 2 no. Ricorda ogni setup di pullback analizzato, ogni ingresso eseguito, ogni
Gold Trade Pro MT5
Profalgo Limited
4.28 (36)
Experts
Promo lancio! Sono rimaste solo poche copie a 449$! Prossimo prezzo: 599$ Prezzo finale: 999$ Ottieni 1 EA gratis (per 2 account commerciali) -> contattami dopo l'acquisto Ultimate Combo Deal   ->   click here Live signal:   https://www.mql5.com/en/signals/2084890 Live Signal high risk :  https://www.mql5.com/en/signals/2242498 Live Signal Set Prop Firm Set File JOIN PUBLIC GROUP:   Click here Parameter overview Gold Trade Pro si unisce al club degli EA che commerciano oro, ma con una gran
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Vladimir Lekhovitser
Experts
Segnale di trading in tempo reale Monitoraggio pubblico in tempo reale dell’attività di trading: https://www.mql5.com/it/signals/2364406 Informazioni ufficiali Profilo del venditore Canale ufficiale Manuale utente Istruzioni di configurazione e utilizzo: Apri manuale utente PrizmaL Gravity rappresenta una nuova generazione di Expert Advisor sviluppati attraverso l’addestramento di reti neurali in un ambiente di scalping strutturato e semplificato. Il sistema è stato addestrato su dati
Karat Killer
BLODSALGO LIMITED
4.71 (31)
Experts
Pura Intelligenza sull'Oro. Validato Fino al Nucleo. Karat Killer   non è l'ennesimo EA sull'oro con indicatori riciclati e backtest gonfiati — è un   sistema di machine learning di nuova generazione   costruito esclusivamente per XAUUSD, validato con metodologia di grado istituzionale e progettato per trader che apprezzano la sostanza rispetto allo spettacolo. LAUNCH PROMOTION - LIMITED TIME OFFER   Price increases every 24 hours at 10:30 AM Cyprus time.   Secure the lowest price today before t
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Mikhail Sergeev
4.33 (6)
Experts
"GoldBaron" è un robot di trading completamente automatico. Progettato per il commercio dell'oro (XAUUSD). Basta impostare un esperto di trading sul grafico orario XAUUSD e vedere il potere di prevedere i prezzi futuri dell'oro. Per un inizio aggressivo, sono sufficienti$100. Deposito consigliato da $ 400. Un anno fa, abbiamo fatto una svolta nello sviluppo di indicatori tecnici azionari. Siamo riusciti a creare un concetto completamente nuovo. Gli indicatori con il suo uso non si adattano alla
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Bogdan Ion Puscasu
4.71 (122)
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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Vasiliy Strukov
5 (7)
Experts
Gold Neuron Sistema di trading multistrategia avanzato per XAUUSD Nota bene: abilita "Tutte le strategie" nelle impostazioni, poiché l'EA analizzerà il mercato per individuare la strategia migliore nelle condizioni attuali! Saldo minimo consigliato: $200 per 0,01 lotti Esempio: 0,02 lotti per un saldo di $400, ecc. Gold Neuron EA è un Expert Advisor professionale multi-strategia progettato specificamente per il trading sull'oro (XAUUSD) sul timeframe M15. Il sistema integra 10 strategie di tradi
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Taner Altinsoy
4.51 (55)
Experts
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
Invictus X
Guilherme Jose Mattes
5 (4)
Experts
LIVE SIGNALS: SIGNAL 1  (current version) Old signals for early versions of the EA creation to check: SIGNAL 2 SIGNAL 3 Try default configuration with XAUUSD H1  or download and check other options to match your broker and risk profile here:  SETFILE  (update 24/03/2026) MANUAL Last copies available at $299.99 Invictus X is an advanced Expert Advisor for MetaTrader 5, built on smart Volume logic + a lot of different analysis zones to identify high-probability trading zones in both high and lo
XIRO Robot MT5
MQL TOOLS SL
4.79 (19)
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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Gennady Sergienko
4.59 (87)
Experts
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Jimmy Peter Eriksson
4.48 (27)
Experts
Progettato per le sfide delle società di trading proprietario sull'oro (XAUUSD) Installazione semplice    Plug and Play Nessun sistema Martingale/Griglia rischioso Segnale in diretta    |    Risultati FTMO    |    Comunità pubblica ATTENZIONE   : Rimangono pochissime copie a questo prezzo! Prezzo finale:   $990 La strategia Prop Firm Gold EA è un sistema di trading multi-strategia progettato specificamente per l'oro (XAUUSD) sulla piattaforma MT5. Il sistema combina diverse logiche, utilizzand
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Marina Dangerio
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Marina Dangerio
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Marina Dangerio
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Marina Dangerio
Experts
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