Terry Lyons dk

Introduction

“Terry Lyons Path Signature EA” is a revolutionary Expert Advisor that is based on advanced mathematical concepts like Rough Path Theory and Path Signatures developed by Terry Lyons, rather than traditional market indicators such as RSI or EMA.

This EA doesn’t just analyze price movements—it understands the complete geometric structure of market data and its curvature, giving it a deeper insight into market behavior.

How Does This Math Work? (The Math Logic)

Using Rough Path Theory, the EA filters out market noise and constructs a structured “Path” from raw data.

  • Level 2 Signature (Lévy Area):
    This measures the curvature and momentum of the path.
    It enables the EA to detect fake breakouts, as it identifies when true momentum is actually forming.

Main Features

  • Non-Lagging Technology:
    Path Signatures capture the “DNA” of market data, allowing this EA to generate signals earlier than traditional indicators.
  • Dynamic Normalization:
    Price and time are normalized into a 0–1 data scale, making the EA adaptable across different market conditions.
  • Exotic Curvature Filter:
    The EA only takes trades when the Path Signature shows a strong spiraling pattern, indicating powerful and reliable momentum. 


This EA first identifies and creates a range on a suitable timeframe, which you can easily understand through the settings.

After that, whenever the market breaks this range, the EA looks for trading opportunities. However, it does not take trades immediately after the breakout. Before executing any trade, it has already been trained on historical (back) data to understand when a trade should actually be taken.

Even after the breakout, the EA analyzes the internal numerical structure of the next few candles. It does not read candles in the traditional way—instead, it reads the “DNA” of the candles.

For this, we have used Path Signature based on the advanced mathematical framework developed by Terry Lyons. This is a complex mathematical approach, and we have trained the EA extensively on historical data so it can decide whether to take a trade or avoid it.

We have been successful in this process and have created a highly profitable EA, which we are now presenting to you.

We are also providing complete guidance, including:

  • How this EA works
  • What settings you should use
  • A clear strategy

This ensures that you can avoid market traps and false signals while trading more confidently.


⚙️ EA Settings Table

 gold (xauusd )

timeframe- any (1M, 5M ,15M )

🟢 General Settings

Parameter Value
Trading Volume Mode Fixed Lots (adustable)
Fixed Lots 0.01          (adustable)
Fixed Lots Per X Money 100000.0   (adustable)
Risk Percentage of Balance (%) 0.5            (adustable)
Risk Money (Currency) 50.0           (adustable)
Order Buffer Points 0
Stop Loss Calculation Mode Range Factor
Stop Loss Value 1.0

🟡 Time Settings

Parameter Value
Range Start Time 00:00
Range End Time 07:30
Delete Pending Orders Time 18:00
Close Positions at Close Time false
Close Positions Time 18:00

🔵 Trailing Stop Settings

Parameter Value
Use Break-Even Stop points
BE Stop Trigger Value 0.0
BE Stop Buffer Value 0.05
Trailing Stop Mode Points
TSL Trigger Value 0.0
TSL Value 100.0
TSL Step Value 10.0

🟣 Trading Frequency Settings

Parameter Value
Max Long Trades per Session 1
Max Short Trades per Session 1
Max Total Trades per Session 1

🟠 Range Filter Settings

Parameter Value
Min Range Points 0
Min Range Percent 0.0
Max Range Points 1000000
Max Range Percent 100.0

⚫ More Settings

Parameter Value
Range Box Color Aqua
Order Comment
Magic Number 111
Show Chart Comment true
Debug Mode false

extra- 

Who is Terry Lyons?

Professor Terry Lyons is a British mathematician and one of the leading figures in modern applied mathematics. He has been awarded the prestigious Pólya Prize, often considered one of the highest honors in mathematics.

He has dedicated his career to studying how to extract meaningful patterns from irregular and complex data, such as the unpredictable movements of financial markets.

2. What is His Major Contribution? (Rough Path Theory)

Traditional mathematics often fails when dealing with highly rough or noisy data, like tick-by-tick price movements in the stock or forex market.

To solve this, Terry Lyons developed Rough Path Theory, which fundamentally changes how we analyze data:

  • The “Path” of Data Matters:
    It is not enough to know that price moved from $100 to $110.
    What truly matters is how it moved from $100 to $110—the exact path it followed.
  • Path Signature:
    He introduced a powerful mathematical tool called the Path Signature.
    This tool extracts a kind of “DNA” of the data, capturing its essential structure in a way that remains consistent and informative.

 thanks - Terry Lyons.

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Gold House — Gold Swing Breakout Trading  One EA. Three Trading Modes. Choose the One That Fits Your Style. No Grid. No Martingale. The price will increase by $50 after every 10 purchases. Final planned price: $1,999. Live Signals:  Profit Priority Mode: https://www.mql5.com/en/signals/2359124 BE priority Mode :  https://www.mql5.com/en/signals/2372604 Adaptive Mode:   https://www.mql5.com/en/signals/2379287 Important: After purchasing, please remember to send us a private message to recei
Logan MT5
Thierry Ouellet
5 (3)
LIMITED TIME OFFER AT 249$ ! Price will soon go up at  499$ once the main live signal reaches 100% of profits or after 50 sales . Logan MT5 isn't your typical Gold Grid EA that blindly opens trade after trade, consuming your margin and putting your capital at unnecessary risk. Instead, it patiently waits for high-probability entry opportunities and uses an intelligent recovery system that combines ATR-based grid spacing with dynamic lot progression . This allows it to withstand adverse market
Straddle
Ayush Saraf
3.67 (3)
Straddle — Trading di breakout di precisione sull'oro (XAUUSD) Straddle è un Expert Advisor completamente automatizzato costruito su un'idea disciplinata: quando il mercato sta per muoversi, fatti trovare pronto su entrambi i lati e lascia che sia il prezzo stesso a premere il grilletto. Sviluppato e temprato da un team di trader con decenni di esperienza reale sull'oro, distilla quell'intuito conquistato a fatica in un modello definito e ripetibile — uno che opera senza esitazione, senza emozi
Smart Gold Impulse
Barbaros Bulent Kortarla
4 (6)
Smart Gold Impulse è ora disponibile in una speciale fase di lancio anticipato. Questo è un EA (Expert Advisor) que sto attualmente utilizzando con risultati impressionanti sul mio conto segnali reali di Ultima Markets . Potete verificare le prestazioni attuali attraverso i risultati dei segnali in tempo reale di Ultima, dove Smart Gold Impulse ha già mostrato un potenziale molto forte in condizioni di mercato reali. Lo stesso file di configurazione (set file) utilizzato sul mio conto segnali r
XG Gold Robot MT5
MQL TOOLS SL
4.26 (111)
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
Pulse Engine
Jimmy Peter Eriksson
3.94 (34)
AGGIORNAMENTO - RIMANGONO SOLO POCHE COPIE A QUESTO PREZZO! L'obiettivo principale di questo sistema è garantire prestazioni ottimali a lungo termine senza ricorrere a strategie di martingala o a griglie rischiose.  COPIE MOLTO LIMITATE AL PREZZO ATTUALE Prezzo finale $1499 [Segnale in diretta]    |    [Risultati del backtest]    |    [Guida all'installazione]    |    [Risultati FTMO] Un approccio diverso al trading Pulse Engine non utilizza indicatori o intervalli temporali specifici. Il suo a
Wave Rider EA MT5
Adam Hrncir
4.88 (41)
Scalper speed with sniper entries. Built for Gold. Wave Rider 5.0 is out (see  Announcement ) $499 for a limited time  before the regular $599 price kicks in. Check the Live signal  or Manual  or  Broker performance Version 5.0 upgrade notice: Close all Wave Rider positions before updating. Strategy Magic Numbers and several input names changed. Review your settings and save a new preset because older sets or templates may not restore every option. New version runs best on VT Markets, Vantage, B
Quantum Bitcoin EA
Bogdan Ion Puscasu
4.83 (126)
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
Cortex Aurex
Vladimir Mametov
5 (2)
Questo è un Expert Advisor completamente automatizzato per MetaTrader 5, progettato specificamente per il trading dell’Oro (XAUUSD). La sua logica è costruita in base alle caratteristiche tipiche del mercato dell’oro: movimenti rapidi dei prezzi, forti inversioni e alta volatilità. Il sistema automatizza il trading in un contesto in cui velocità di reazione, disciplina e gestione precisa delle posizioni sono fondamentali. Il sistema è focalizzato su una gestione disciplinata delle operazioni, un
Impulse MT5
Simon Reeves
5 (13)
Are you ready to power up your Gold trading? Impulse by Starpoint Trading — A six-strategy gold EA that waits for the perfect shot. Launch offer: 30% off until 26th July   — to celebrate the v2.00 release, Impulse is available at a 30% discount. On 26th July the price reverts to $499, so grab it while the offer lasts. Impulse v2.00 is here! The biggest update in Impulse's history has arrived. Version 2.00 takes everything that made Impulse a disciplined, patient Gold trading system and elevates
SixtyNine EA
Farzad Saadatinia
5 (3)
SixtyNine EA – Un Expert Advisor Gold per MetaTrader 5, con 6 livelli strategici integrati, Stop Loss predefinito su ogni operazione e una struttura di trading pulita senza Martingale, sistemi Recovery o Grid Trading. Segnale Live Pubblico: Capitale iniziale $500, Lotto fisso 0.02, Crescita 500%+, 20 settimane Live Il segnale live pubblico è il principale punto di riferimento per dimostrare le prestazioni di SixtyNine EA . Il conto è partito con un saldo di $500 , utilizzando un lotto fisso di
Chiroptera
Rob Josephus Maria Janssen
4.55 (47)
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
AI Scalping MT5
Lo Thi Mai Loan
5 (2)
AI Scalping EA per EURUSD e BTCUSD Promozione L'EA è attualmente disponibile a prezzo scontato. Restano solo 3 posti a questo prezzo. Dopo il periodo di sconto, il prezzo normale sarà $1999 . Puoi unirti al gruppo pubblico per ricevere aggiornamenti. Dopo l'acquisto dell'EA, puoi anche entrare nel gruppo privato. Scrivimi per ottenere l'accesso. Unisciti al gruppo: clicca qui Guida agli input: apri la guida completa File di configurazione: scarica il setfile consigliato Segnali live: [ Click Her
Altri dall’autore
EmaRsi robot
Deepak Saini
https://youtu.be/KHhg88fXWTk?si=ZoVtpc-wpfTVImSL 5-Minute Trading Strategy | Quick & Effective for Beginners Welcome to our trading channel- the deepak trading In this video, we'll be exploring a simple 5-minute trading strategy that can help you capture quick market movements and make profitable trades. Whether you're a beginner or an experienced trader, this strategy is designed to give you clear entry and exit points using technical indicators like EMA, RSI, and Stochastic Oscillator.
FREE
Liger 3
Deepak Saini
Title: Powerful EA for GBP/USD | H1 Timeframe | Low-Risk Strategy Description: Overview: This Expert Advisor (EA) is designed specifically for the GBP/USD currency pair on the 1-hour timeframe . It is optimized for $10,000 USD capital with a fixed lot size of 0.1 to ensure consistent and low-risk performance. Key Features: Currency Pair: GBP/USD Timeframe: 1 Hour (H1) Initial Capital: $10,000 USD Lot Size: 0.1 (Fixed Lot Size) Strategy: A robust algorithm that combines technical indicators for
Title: Advanced XAUUSD Scalper EA Description: This Expert Advisor (EA) is designed exclusively for trading XAUUSD (Gold) on the 15-minute timeframe . It incorporates advanced algorithms to identify optimal entry and exit points, ensuring precision and profitability. Features: Optimized for XAUUSD: Tailored to trade Gold for consistent performance. Timeframe: Specifically calibrated for the 15-minute chart. Lot Size: Default lot size is set to 0.01 for safer trading and better risk management.
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