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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ThunderGold Scalper ThunderGold Scalper, MetaTrader 5 üzerinde otomatik altın işlemleri yapmak için geliştirilmiş bir Expert Advisor’dır. EA, M15 zaman diliminde XAUUSD ve GOLD için tasarlanmıştır. Uygun işlem fırsatlarını belirlemek ve pozisyonları otomatik olarak yönetmek için özel bir çok faktörlü karar motoru kullanır. Sistem; piyasa yapısını, trend yönünü, mum kalitesini, hacmi, momentumu ve işlem gerçekleştirme koşullarını birlikte değerlendirir. Sürekli işlem açmak yerine uygun piyasa ko
GoldenShot
Adam Hrncir
5 (8)
! Special price 169 USD this weekend only ! / next  +50 USD every sold 10 licenses  /   399 USD final price. The earlier you decide, the less you pay. Check the live signal   /   Read the manual One shot. One target. Zero recovery. GoldenShot is a single-position gold EA built for controlled, long-term trading. It waits for a qualified setup, takes one clean shot with a real stop loss, and if the idea does not work, it manages the trade instead of rescuing it. No grid. No martingale. No lot s
Silent Exit MT5
Fajar Dicky Firmansyah
5 (5)
Hile yok. Boş vaatler yok. Silent Exit, tek bir hedefe odaklanan yatırımcılar için tasarlanmıştır: istikrarlı performans .  Tüm Major pariteler dahildir:  EURUSD,USDCAD,USDJPY,NZDUSD,USDCHF,AUDUSD,GBPUSD İster bir prop trading challenge sürecini tamamlıyor olun, ister müşteri fonlarını yönetiyor olun, bu EA disiplinli işlem yapmanızı sağlar — ve sonuç üretir. SIGNAL Linki: https://www.mql5.com/en/signals/2388541 Bunun 100k Darwinex Zero hesabı olduğunu ve hesabıma 100k yatırmadığımı unutmayın.
Lizard
Marco Scherer
4.22 (50)
Lizard nedir? Lizard, MetaTrader 5 üzerinde XAUUSD (altın) için geliştirilmiş tam otomatik bir Expert Advisor'dır. Çok stratejili bir swing kırılım sistemi kullanır: grafikteki önemli yapı seviyelerini tespit eder ve hesaplanan giriş noktalarına bekleyen stop emirleri yerleştirir. Martingale yok, grid yok, zararda pozisyon büyütme yok. Her işlem tanımlı bir zarar durdur ve kâr al seviyesiyle açılır, ardından çok katmanlı bir çıkış sistemi tarafından gün boyu, manuel müdahale olmadan yönetilir. D
Zerqon EA
Vladimir Lekhovitser
3.47 (34)
Canlı işlem sinyali İşlem faaliyetlerinin herkese açık gerçek zamanlı takibi: https://www.mql5.com/tr/signals/2372719 Resmî bilgiler Satıcı profili Resmî kanal Kullanıcı kılavuzu Kurulum talimatları ve kullanım yönergeleri: Kullanıcı kılavuzunu aç Zerqon EA, özellikle XAUUSD işlemleri için geliştirilmiş uyarlanabilir bir Uzman Danışmandır. Strateji, ONNX üzerinden entegre edilmiş Deep LSTM sinir ağı modeline dayanmaktadır ve bu sayede sistem piyasanın ardışık davranışını işleyerek fiya
Quantum Athena X
Bogdan Ion Puscasu
5 (11)
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
Quantum King EA
Bogdan Ion Puscasu
4.96 (219)
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 StarMan'i ücretsiz edinin!*** Daha fazla bilgi için özelden sorun! İşlemlerinizi hassasiyet ve disiplinle yönetin. Quantum King EA,
Scalping Index Pro is a professional trading system designed specifically for fast and precise scalping on US30 and DE40 using the M1 timeframe . The system has been developed specifically for the unique behavior of major stock indices, focusing on short term price movements, rapid momentum changes, market volatility, and selective grid based trade management techniques to identify high probability trading opportunities . Scalping Index Pro is optimized for traders who prefer dynamic trading wit
TwisterPro Scalper
Jorge Luiz Guimaraes De Araujo Dias
4.39 (138)
Daha az işlem. Daha iyi işlem. Her şeyden önce tutarlılık. • Canlı Sinyal Mod 1   Canlı Sinyal Mod 2 Twister Pro EA, yalnızca XAUUSD (Altın) M15 zaman dilimi için geliştirilmiş yüksek hassasiyetli bir scalping Expert Advisor'dır. Daha az işlem yapar — ama yaptığında, her zaman bir amaçla yapar. Her giriş, tek bir emir açılmadan önce 5 bağımsız doğrulama katmanından geçer ve bu da varsayılan yapılandırmada son derece yüksek bir kazanma oranı sağlar. İKİ MOD : • Mod 1 (önerilen) — Çok yüksek ke
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 scalpi
Cortex IDX
Vladimir Mametov
4 (8)
Bu, MetaTrader 5 için geliştirilmiş tamamen otomatik bir Expert Advisor (EA) olup, özellikle US30 endeksinde işlem yapmak üzere tasarlanmıştır. İşlem mantığı; büyük hisse senedi endekslerinin dinamik davranışına, güçlü trend hareketlerine, gün içi pullback'lere ve yüksek volatilite dönemlerine dayanmaktadır. EA, emir yürütme hızı, disiplinli işlem yönetimi ve etkin pozisyon kontrolünün kritik olduğu piyasa koşullarında işlemleri tamamen otomatik olarak gerçekleştirir. Sistem; disiplinli işlem yö
Gold Snap
Chen Jia Qi
4.57 (23)
Gold Snap — A Fast Profit Capture System for Gold Gold Snap v2.1 launch offer: the first 10(7 left) unlimited licenses are $599 with a free internal EA, ending in 7 days or when sold out (regular price $999). Live Signal: https://www.mql5.com/en/signals/2362714 Live Signal2: https://www.mql5.com/en/signals/2372603 Live Signal v2.0: https://www.mql5.com/en/signals/2379945 Important: After purchase, please contact us via MQL5 private message to receive the user guide, recommended settings, inst
Aura Gold Pro Edition
Stanislav Tomilov
5 (2)
Altın piyasasına hakim olmak için inşa edildi. Resmi Bilgiler Satıcı profili Resmi kanal Kullanıcı Kılavuzu SINIRLI FİYAT — $799 Aura Gold Pro Edition, Eylül ayının sonuna kadar $799 fiyatla satışta. 1 Ekim’den itibaren fiyat $999’a yükselecek — fiyat artışından 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
The Gold Space
Ayush V Jain
4.71 (7)
LIVE SIGNAL REACHED NEW HIGH Live Signal on Vantage https: // www.mql5.com/en/signals/2378090 https: // www.mql5.com/en/signals/2378091 live signal is running mode/option 1 with autolot 2 % risk. Join telegram group   https://t.me/+UaALtDiYMb4xYTk1 Overview:  The Gold Space is a fully automated, professional-grade Expert Advisor specifically engineered for the XAUUSD (Gold) market. Designed natively for MetaTrader 5, this EA capitalizes on high-probability volatility expansions using a precise,
Swing Forge Gold
Hanzla Khalil
5 (4)
SwingForge Gold MT5 — Multi-Zone Breakout Engine 4 Copies left then the price will be increased to: $299 — Current Price: $249 If you’ve traded Gold (XAUUSD), you already know the problem: most automated EAs rely on dangerous grids, martingale, or cost-averaging that look great until one big trend wipes out the account. SwingForge Gold was built on the opposite philosophy: strict risk management and pure price action. It trades confirmed swing breakouts using pending stop orders. Every sin
Gold Bomb
Aleksandr Makarov
5 (1)
Bu mesajı okuyorsanız - piyasada kutsal kâseyi buldunuz!!! Uzman danışman, benim   özel göstergelerime   dayanmaktadır. Kesinlikle   YZ   veya başka saçmalıklar yok. Sadece göstergelerin, seviyelerin ve fiyat hareketinin bir kombinasyonu. Tehlikeli işlem yöntemleri kullanmaz,   XAUUSD M1   ve döviz çiftleriyle! Her zaman   Stop Loss   ve   Take Profit   belirler. Gerçek sinyal: https://www.mql5.com/en/signals/2388322 Satın alma işleminden sonra mutlaka benimle iletişime geçin ve danışmanı etkinl
SomaGold
Andrii Soma
5 (10)
SomaGold, MetaTrader 5 için yalnızca altın (XAUUSD) üzerinde çalışan çok stratejili bir breakout Uzman Danışmanıdır. Tek grafik, tek EA, birlikte tek çeşitlendirilmiş portföy gibi çalışan 32 bağımsız strateji. Canlı Sinyal. Bu, MQL5'te yayınladığım ilk EA'dır. Lansmanda erişilebilir olması için şeffaf bir kademeli fiyat modeli kullanıyorum: Lansman fiyatı: 100 USD Her 10 satılan kopya için fiyat 100 USD artar Erken alıcılar, ürünün ömrü boyunca en düşük fiyatı sabitler. Kavram Dar bir piyasa rej
Range Breakout EA with Range Filters
Jimmy Peter Eriksson
4.57 (23)
GÜNCELLEME: Sonraki Fiyat: 699$, 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
Atherion Zenith AI EA
Valentina Zhuchkova
AETHERION ZENITH AI EA Hassas altın otomasyonunun evrimi Gerçek zamanlı izleme için herkese açık canlı sinyal: https://www.mql5.com/ru/signals/2381671 Sınırlı lansman teklifi İlk 7 kopya yalnızca $259 fiyatla sunulmaktadır. Bu kopyalar satıldıktan sonra fiyat hemen $100 artarak $359 olacaktır. Bu başlangıç teklifi, Aetherion Zenith AI EA’ya en erken aşamada katılmak ve sistemin gelişimini en başından itibaren herkese açık canlı izleme üzerinden takip etmek isteyen yatırımcılar için hazırlanmıştı
Apex Predator MT5
Abdelrahman Ahmed Mahmoud Ahmed
Apex Predator is an automated XAUUSD Expert Advisor for MetaTrader 5 built around an advanced Support and Resistance trading approach. It is designed for traders who want an active Gold scalping system without relying on martingale or grid strategies. Apex Predator can trade frequently, but it maintains a disciplined structure by managing only one order at a time . The philosophy behind Apex Predator is simple: identify meaningful market areas, wait for the strategy's conditions to align, execut
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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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