PARTy a Particule Filter EA

PARTy FEATURES

Before running the free demo version of this EA, make sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running.

PARTy uses the Particle filter method. The Particle Filter method for prediction is a sequential Monte Carlo technique that uses a set of random samples, or "particles," to represent the probability distribution of a dynamic system's state, updating these particles based on observed data to improve predictions over time.

Complete User Manual is in this blog.

  • PARTy is an expert advisor that uses the Particle Filter algorithm to predict the trend and make the decision of buy or sell. 
  • The Particle Filter algorithm is a Monte Carlo approximation of the probability density function (PDF) of the future symbol price. The advantage is that it does not make any assumptions on the shape of the PDF, which makes this algorithm a more robust predictor than others that assume normality, or other type of probability function.
  • PARTy creates a predictive model based on up to 200 past candles (user input), and updates its prediction with the arrival of each new candle.
  • PARTy is multi-timeframe. It makes a prediction in a higher time frame (HTF) depending on the user input, while trades are made in a lower time frame (LTF).
  • If the HTF prediction is above the current price with a good confidence level (user input), a BUY order is sent.
  • If the HTF prediction is below the current price with a good confidence level (user input), a SELL order is sent.
  • Think of it like a ship's captain navigating the ocean:

    • The HTF Particle Filter is the large-scale nautical chart. It tells you the direction of the main ocean current (the underlying trend). It ignores the small, choppy waves (the LTF price changes). Based on this chart, the captain decides the overall course: "We are heading northeast (the trend)."

    • The LTF Chart is the view from the ship's bridge. The crew uses this view to navigate around smaller waves or other boats, perhaps making slight adjustments (buy or sell entries). But they do all of this while still maintaining the general "northeast" course set by the captain (the trend).


  • PARTy  trades ANY Forex symbol, ANY metal symbol. Use major ones: combinations of USD, GBP, JPY, EUR, AUD, CAD, XAU.
  • User may run any number of symbols in parallel by running an instance of this robot on each symbol.

  • PARTy does not use grid, martingale, or hedging strategies. Don’t be fooled by other EAs that show exponential growth in back testing.

  • Account type: Netting or Hedging. It always use Netting rules.

  • Initial Balance, lot size and leverage are subject to your broker's limits.

  • User level required: from beginner to expert traders. It requires user to know the MetaTrader 5
    Optimization tools as we recommend to optimize parameters before running live.

  • Users can optimize variables to get strategies with high annual return, low risk, high win rate, high expected payoff, high probability of success, and more, based on the training data.

  • All time frames are available. Preferred time frames are below one day (D1).

  • All trades are opened with a Stop Loss automatically. Never lose more of what you risk in a given trade.

  • User may select which days of the week to trade.

  • User may select a time window for trades (start/end hours).

  • User may select a maximum number of bars to keep the position open.

  • User may select a specific time of the day to close the position.

  • There are multiple methods for opening Take Profit (TP) calculation.

  • There are multiple methods for the opening and trailing Stop Loss (SL) calculation.

  • There are multiple methods to handle large changes in price (positive or negative).


RISK MANAGEMENT

  • There are multiple options to calculate money at risk and lot sizes that the user can chose from.

  • PARTy is Proprietary Firm friendly: at every tick, it checks max daily loss and max account loss limits.

  • It closes positions and suspends trading until next day if daily loss limit is approaching.

  • It closes positions and stops trading if account loss limit is approaching.

  • It stops trading and closes positions when Prop. Firm target is achieved (optional).


NEWS and WEEKEND HANDLING

  • It handles high importance news (it ignores low and medium priority news).

  • It handles open positions and pending orders before and after the news.

  • It handles open positions and pending orders before weekend starts.


OPTIMIZATION

  • We prefer to run the MT5 optimization tool every one or two weeks on the symbol of your interest. This solves the problem with many EAs which become unprofitable after few weeks.

  • We prefer to optimize with the Generic Optimization Formulation (GOF) explained in this article: https://www.mql5.com/en/articles/14365

  • Users can optimize variables to get strategies with high annual return, low risk, high win rate, high expected payoff, high probability of success, and more, based on the training data.


YOUR COMMITMENT IS REQUIRED

The more time you spend learning this EA, and the more often you optimize parameters, then the more likely the EA will perform well . PARTy has lots of parameters, each with multiple levels, hence the need to optimize them. In one hand, this feature may seem a disadvantage compared to other simpler EAs, on the other hand, you have in your hands the power to improve the EA as weeks and months pass. Other s impler EAs (some of them that only work for one symbol and cannot be optimized ) will work well for a while, but eventually will under perform due to changing market conditions. PARTy can be optimized as the market changes. We recommend to optimize parameters weekly or bi-weekly, but you can do it less or more often.



THE TRADER’S ENVIRONMENT: A CRITICAL FACTOR IN BACKTESTING

Every trader operates within a unique environment, defined by three key components:

1. Broker : Prices, spreads, leverage, fees, and commissions vary across brokers, impacting trading outcomes.

2. Network : Local internet connection speeds influence execution speeds, affecting entry and exit prices.

3. Computer : Processing power and internet connection speed combine to determine delays and slippage.

These environmental differences mean that two traders using the same:

- Expert Advisor (EA)

- Input set file

- Symbol

- Time frame

- Dates

will never achieve identical back test results. While results may be similar, variations in environment ensure that outcomes will always differ.

Therefore, running optimization of the input parameters before you start trading in your environment is critical . This step helps ensure that your trading strategy is tailored to your unique environment, maximizing its potential for success.


RISKS

  • Before purchasing this (or any!) EA, be aware of risks involved.

  • Past performance is not a guarantee of future profitability (EA could also incur losses).

  • Back-tests shown are optimized for the training data, and the performance cannot be directly applied to live trading in the future.

  • There is a probability (although small) when using any EA that you may lose money in all your trades.

  • Hence, risk the amount of money you are comfortable losing.



UNDERSTANDING LEVERAGE

When you buy a house and get a mortgage, you are using leverage. Suppose the house is 100k, you make a down payment of 10k, and ask a bank to pay 90k. Your mortgage is 90k. You were able to buy a house 10 times more expensive of what you can afford. Your leverage is 1:10. Eventually, you pay your mortgage to the bank (plus interests) and you own the house fully. The same happens in financial transactions that use leverage.

Leverage is the power to buy more “lots or shares of a financial instrument” than you can afford.
PARTy is agnostic when it comes to leverage. PARTy will only use the leverage allowed in the account by calling the function AccountInfoInteger(ACCOUNT_LEVERAGE). That is the leverage allowed in all trades.















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MQL TOOLS SL
4.38 (173)
Scalping Robot Pro is a professional trading system designed specifically for fast and precise scalping on XAUUSD using the M1 timeframe. The system is built to capture short term market movements with accurate execution and controlled risk management. It focuses on real time price behavior, momentum shifts, short term volatility, and selective trade management techniques to identify high probability trading opportunities in the gold market. Scalping Robot Pro is optimized for traders who prefer
Pac Man BTC
Thomas Christoph Lipka
5 (6)
Pac Man BTC MT5 Pac Man BTC MT5 , BTCUSD için geliştirilmiş, iki farklı işlem sistemini tek bir EA içerisinde birleştiren tamamen otomatik bir Expert Advisor'dır: Breakout ve Runner . Her iki sistem ayrı ayrı veya birlikte kullanılabilir. EA; girişleri, bekleyen emirleri, Stop Loss, Take Profit, Break-Even, Trailing ve pozisyon yönetimini otomatik olarak gerçekleştirir. Pac Man BTC MT5, Bitcoin'in yüksek volatilitesi ve özel piyasa koşulları için geliştirilmiştir. Breakout System Breakout sistem
TitanForge EA MT5
Maxim Kurochkin
5 (8)
TITANFORGE EA MT5 XAUUSD H1 İÇİN ALGORİTMİK MOMENTUM VE SWING SİSTEMİ TitanForge EA, özellikle Altın (XAUUSD) ve H1 zaman dilimi için geliştirilmiş otomatik bir işlem sistemidir. Strateji; yönlü momentum, volatilite genişlemesi ve kontrollü pozisyon yönetimine odaklanır. Sistem, piyasada sürekli açık kalmak yerine belirli piyasa koşullarının oluşmasını bekler. Grid yok. Martingale yok. Kontrolsüz averaging yok. Her işlem, sabit Stop Loss dahil olmak üzere önceden tanımlanmış koruma parametreleri
Smart Gold Hunter
Barbaros Bulent Kortarla
4 (79)
No Grid / No Martingale / No Recovery / No Hedging / Single Entry with SL / One Shot Smart Gold Hunter, MetaTrader 5 üzerinde XAUUSD / Gold ticareti için bir Expert Advisor’dır. Grid’siz, martingale’siz, gerçek Stop Loss ve Take Profit mantığına sahip ve kontrollü risk yönetimi tercih eden traderlar için tasarlanmıştır. Karar vermeden önce canlı sinyali kontrol edebilirsiniz: Live Main Signal : https://www.mql5.com/en/signals/2365400?source=Site Smart Gold Hunter bir grid EA değildir ve bir mart
Dynamic Liquidity Intelligence, piyasa yapısını analiz etmek ve bekleyen emirler (pending orders) kullanarak işlemleri gerçekleştirmek için tasarlanmış bir Uzman Danışmandır (Expert Advisor). Sistem, potansiyel kırılma (breakout) seviyelerine Buy Stop ve Sell Stop emirleri yerleştirmek için piyasa volatilitesine dayalı olarak son yüksek ve düşük seviyeleri hesaplar. EA her pozisyonu ayrı ayrı yönetir. Grid, Martingale veya pozisyon ortalaması (averaging) stratejilerini kullanmaz. Her emir, kesi
Quantum Commander
Bogdan Ion Puscasu
4.8 (20)
Quantum ekosistemi yeni bir savaş alanına giriyor ve yeni bir Komutan kontrolü ele alıyor. Sadece US30 endeksi için geliştirilen Quantum Commander, dünyanın en dinamik piyasalarından biri için tasarlanmış, tamamen otomatikleştirilmiş bir Uzman Danışmanıdır. GOLD EA'larla dolu bir dünyada, Quantum Commander öne çıkıyor. Altın odaklı birkaç lansmanın ardından, US30 ile yeni bir alana giriyoruz: yeni bir araç, farklı bir strateji ve kuantum ekosistemine gerçek çeşitlilik getirmek için güçlü bir f
Drifter EA
Jorge Luiz Guimaraes De Araujo Dias
5 (4)
EA DRIFTER EA DRIFTER, MetaTrader 5 üzerinde otomatik altın işlemleri için geliştirilmiş bir Uzman Danışmandır. Dahili filtrelerle işlem girişlerinin seçimini, piyasa fiyatından yürütmeyi ve sepet bazlı pozisyon yönetimini tek bir arayüzde birleştirir. Sistem, işlem başlatmadan önce geçerli bir sinyal bekler. Fiyat sepetin aleyhine hareket ederse ızgara kuralları ve işlem yürütme kontrolleri çerçevesinde yeni pozisyonlar ekleyebilir. Çıkışlar, hacim ağırlıklı ortalama giriş fiyatından hesaplanan
PolyGold Scalper
Connor Michael Woodson
5 (7)
PolyGold Scalper Polymarket API entegrasyonuna dayalı olarak işlem kararları alabilen, XAUUSD için kısa vadeli bir scalping sistemidir. Canlı Sinyal: BURAYA TIKLAYIN Tüm işlemler MetaTrader içerisinde gerçekleştirilir ve API anahtarı veya Polymarket hesabı gerektirmez. Grafik, Polymarket veri akışını yansıtan bir panel içerir ve birkaç saniyede bir yenilenir. EA yalnızca tek seferlik pozisyonlar açar ve bunları grid veya martingale kullanmadan yönetir. Çıkışlar, günlük volatiliteye dayalı dinami
Aikon MT5
William Brandon Autry
5 (9)
AIKON — OTOMATİK İŞLEM. SOHBETLE KONTROL. AIKON, MetaTrader 5 için yapay zekâ destekli bir Uzman Danışmandır (EA). Yapılandırılıp etkinleştirildikten sonra, seçtiğiniz ayarlar ve risk kontrolleri çerçevesinde piyasaları analiz edebilir, işlemler açabilir ve pozisyonları otomatik olarak yönetebilir. Ask Aikon, işlem sisteminizi günlük dille doğrudan anlamanızı ve kontrol etmenizi sağlar. Yapılandırmanızı oluşturun. Bir piyasada neden işlem yapıldığını veya yapılmadığını sorun. Piyasa riskinizi gö
Ghost Scalper MT5
Thomas Christoph Lipka
4.38 (26)
Ghost Scalper MT5 5.0 Ghost Scalper MT5, MetaTrader 5 üzerinde XAUUSD / altın için tam otomatik bir Uzman Danışmandır (EA). Dört bağımsız strateji seçici kırılma ve momentum hareketlerini arar. Koşullar sağlandığında işlem açar; uzun süre işlem açılmaması normaldir. Dört bağımsız strateji Ghost A, B, C ve D birbirinden bağımsız çalışır. Her biri açılıp kapatılabilir ve BUY & SELL, ONLY BUY veya ONLY SELL olarak ayarlanabilir. Lot büyüklüğü ve para yönetimi strateji bazında belirlenebilir. Aynı a
Morpheus Algo EA MT5
Maxim Kurochkin
5 (5)
MORPHEUS ALGO EA MT5 Piyasa yapısını görün. Bir sistemle hareket edin. Piyasa hareket etmeye devam eder. İşlem sürecinizin bir sisteme ihtiyacı vardır. Morpheus Algo EA, altın ve EURUSD'yi yerleşik işlem mantığı, yapılandırılabilir çıkışlar ve grafik üzerindeki görsel piyasa bağlamıyla tek bir otomatik süreçte birleştirir. Morpheus'un merkezinde XAUUSD ve EURUSD için seçilebilir işlem mantığı sunan yerleşik bir algoritmik motor bulunur. Otomatik lot hesaplama, enstrümana özel Take Profit ve Stop
Range Breakout EA with Range Filters
Jimmy Peter Eriksson
4.68 (31)
GÜNCELLEME: Sonraki Fiyat: 749$, Son Fiyat: 999$ Dürüstlüğe ve canlı işlemler için tasarlanmış gerçek bir işlem sistemine değer veriyorsanız, hesabınızı batırabilecek mükemmel görünen düz çizgi geri testlerinden ziyade, bu tam size göre olabilir. Martingale yok / Izgara yok 22 Ay Canlı Sinyal +%300 Canlı Büyüme [Canlı Sinyal]    |    [FTMO Sonuçları]    |    [Ana Portföy]  |    [Geriye Dönük Test Kılavuzu] Range Breakout EA neden bu kadar istikrarlı? Range Breakout EA, bilinen bir piyasa davra
Aura Gold Pro Edition
Stanislav Tomilov
5 (7)
Altın piyasasına hakim olmak için inşa edildi. Resmi Bilgiler Satıcı profili Resmi kanal Kullanıcı Kılavuzu SINIRLI FİYAT — $599 Aura Gold Pro Edition, Ekim ayı sonuna kadar $599 fiyatla sunulmaktadır. 1 Kasım’dan itibaren fiyat $999’a yükselecek — fiyat artmadan önce kopyanızı alın. Canlı Alım Satım Sinyali  Roboforex   https://www.mql5.com/en/signals/2366593 FPMarkets   https://www.mql5.com/en/signals/2358523 ICTrading   https://www.mql5.com/en/signals/2380859 Tanım Aura Gold PRO Edition, altı
Gold Snap
Chen Jia Qi
4.63 (27)
Gold Snap — A Fast Profit Capture System for Gold Gold Snap v2.3 Launch Offer: 50% off unlimited licenses for the first 10 buyers (only 3 left), just $399. Includes a free EA for personal use from our internal collection. Offer ends when sold out. Regular price: $799. Live Signal: https://www.mql5.com/en/signals/2362714 Live Signal2: https://www.mql5.com/en/signals/2372603 Live Signal 3 v2. 1 : https://www.mql5.com/en/signals/2379945 Important: After purchase, please contact us via MQL5 priv
Wave Rider EA MT5
Adam Hrncir
4.81 (43)
Scalper speed with sniper entries. Built for Gold. VERY LIMITED PRICE (10 licenses left) -  299 USD  (499 USD regular)  to celebrate WR6 launch Tired of all the fake EAs that eventually disappear? Most authors just create another EA when it fails - I wanted to do it differently. Wave Rider is my personal project built out of passion - honest, transparent EA without any fake AI or manipulated back-test that's been continuously updated for more than 8 months, that I am using myself from very first
Bitcoin Chill
Lo Thi Mai Loan
Canlı Sinyal: https://www.mql5.com/en/signals/2393580?source=Site+Profile+Seller Bonus: Bitcoin Chill Satın alın ve ücretsiz olarak Diamond Quant EA veya Nonstop EA seçin. Ödeme kimliğiniz ve seçtiğiniz bonus ile bana özel bir MQL5 mesaj gönderin. Özel Alıcı Grubu: Satın aldıktan sonra, özel gruba katılmak için bana ödeme kimliğinizle özel bir MQL5 mesaj gönderin. Doğrulanmış alıcılar ürün güncellemeleri, kurulum rehberi ve destek alır. Halka Açık Grup: Katılmak için buraya tıklayın Eğer Bitcoi
Quantum King EA
Bogdan Ion Puscasu
4.94 (223)
Quantum King EA — Her Yatırımcı İçin Geliştirilmiş Akıllı Güç IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. Özel Lansman Fiyatı Canlı Sinyal:       BURAYA TIKLAYIN MT4 versiyonu :   TIKLAYIN Quantum King kanalı:       Buraya tıklayın ***Quantum King MT5 satın alın ve Quantum Queen X, Quantum Athena X, Quantum Commander, Quantum Emperor, Quantum Baron, Quantum OmniGold veya Quantum StarMan'ı ücretsiz olarak e
Quantum Athena X
Bogdan Ion Puscasu
4.09 (23)
Daha Akıllı Kontrol. Daha Gelişmiş Hassasiyet. Quantum Athena X'e hoş geldiniz — Quantum Athena'nın hassasiyetini, verimliliğini ve disiplinli uygulamasını temel alan, odaklanmış ALTIN ticaret sisteminin yeni nesli. Quantum Athena X, Quantum Athena ile aynı sadeleştirilmiş temel motor ve özenle seçilmiş 6 strateji üzerine inşa edilmiştir. Her strateji, mevcut ALTIN piyasa koşulları için ayrı ayrı geliştirilmiş ve optimize edilmiştir; yeni ve güçlü Özel Mod ise yatırımcıların hangi stratejiler
Osloma FlipPro MT5
Uttam Kumar Nandeibam
5 (3)
Osloma FlipPro MT5   GOLD (XAUUSD) için   3 bağımsız Grid Sistemini   bir araya getiren bir Expert Advisor’dır. Her strateji, birden fazla zaman dilimindeki piyasa koşullarını analiz eder ve geri çekilmelerde piyasaya giriş yapar. Ardından pozisyonları, yapılandırılmış basket çıkış ve risk yönetimi kurallarına göre düzenli bir Grid sistemi kullanarak yönetir. Canlı Sinyal : https://www.mql5.com/en/signals/2387337 Bugünkü Teklif Fiyatı : $399 (yalnızca sonraki 3 kopya için) | Sonraki fiyat:  $499
Bitcoin Scalping MT5
Lo Thi Mai Loan
5 (6)
[ IMPORTANT ] REAL CLIENT FEEDBACK :  https://www.mql5.com/en/market/product/127498/comments#comment_58814415 [ IMPORTANT ]  UPDATED (1 YEAR PERFORMANCE):  https://www.mql5.com/en/market/product/127498/comments#comment_59233853 [ IMPORTANT ]  UPDATED (1 YEAR 6 MONTHS PERFORMANCE):  https://www.mql5.com/en/market/product/127498/comments#comment_60000067 [ IMPORTANT ]  UPDATED  (2026/09):  https://www.mql5.com/en/market/product/127498/comments/page2#comment_60389797 Bitcoin Scalping MT4/MT5 Tanıt
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PA Super Robot
Better Trader Every Day
5 (1)
Price Action Super Robot UPDATED VERSION 1.4 with multiple enhancements ! Link to Guide and User Manual Before running the free demo version of this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. This is a price-action expert advisor that detect patterns such as: doji, engulfing, reversal, gaps, fractals, and more, to decide entry prices and timing. It trades ANY Forex symbol, ANY metal symbol. Use major ones: combinatio
HMM Latest version: v1.3 User Manual, Guide and set file  FEATURES - HMM uses the famous Hidden Markov Model to predict the price trend. - It uses the algorithms of Baum-Welch and Viterbi to train the model and predict price trend. - This implementation of Hidden Markov Models is a self-adjusting online learning algorithm that processes up to 160 bars from the latest data to readjust its parameters at the arrival of every new bar. - It trades ANY Forex pair, ANY metal symbol. We recommend majo
BO FEATURES   (User Manual, Guide and Set File) Before running this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. - BO is based on the symbol’s price actions after a defined period of time and making a B reak O ut. - It trades ANY Forex symbol, ANY metal symbol. We recommend major ones: combinations of USD,GBP,JPY,EUR,AUD,CAD,XAU. - User may run any number of symbols in parallel by running an instance of this robot on eac
aHA FEATURES Latest update: v1.2 Before running this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. User Manual, Guide and Set files  -   aHA   i s based on the symbol’s price actions after processed with Heikin Ashi and fractal filters. - A Heikin Ashi fractal followed by a strong trend will signal an entry in the direction of the trend. - It trades ANY Forex symbol, ANY metal symbol. We recommend major ones: combinations
USER MANUAL, GUIDE and SET FILE LINK Before running this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. ZING FEATURES - ZING is an expert advisor that uses four stochastic indicators and two time frames to predict the price trend and trigger a trade. - It trades ANY Forex symbol, ANY metal symbol. We recommend major ones: combinations of USD, GBP, JPY, EUR, AUD, CAD, XAU. - User may run any number of symbols in parallel
Before running the Demo version of this EA, make sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. USER MANUALS, AND SET FILE LINK LYNX FEATURES - LYNX i s an expert advisor that combines Stochastic, MACD and RSI indicators to signal the entry of a trade. It trades ANY Forex symbol, ANY metal symbol. Use major ones: combinations of USD, GBP, JPY, EUR, AUD, CAD, XAU. User may run any number of symbols in parallel by running an instance
The RPP script computes the optimum weights of a portfolio of symbols (stocks, forex pairs, indices, etc.) using the Risk Parity Algorithm. You can read the theory of the Risk Parity algorithm in this Wikipedia page . Inputs : 1) Symbols in the portfolio. 2) Time frame you are interested in. 3) Number of past bars to compute the correlations. 4) Print the covariance matrix (true/false) 5) Print the correlation matrix (true/false) Output : Optimum weights for each symbol in the portfolio. These
A more detailed explanation with examples of PEF input/output is found in   this blog page. 1. Overview The PEF script is a tool for portfolio optimization. It computes the Pareto E fficient F rontier between portfolio return and risk (either CVaR or Standard Deviation ) using Monte Carlo simulations and bootstrapping methods. The script enables traders and quantitative analysts to: Load historical price data for multiple instruments. Simulate portfolio outcomes with random or custom weight al
If you optimize your EA with backtest+forward, this is the script you need. Imagine this: you have 10k simulations in the Optimization step (the back test), and you get another 10k in the Forward step. Each pair of simulation is done with a set of input parameters for your EA. Then the question are: Which set of parameters should you select for live trading? What criteria should I use to select such set? How much weight should I put to profit versus draw down or versus recovery factor?  OPS help
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