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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Bogdan Ion Puscasu
4.98 (208)
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,
Nexorion Initium Novum EA
Valentina Zhuchkova
5 (15)
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
AXIO Gold EA
Shengzu Zhong
4.6 (10)
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
My Last Strategy
Inrexea Limited
5 (6)
MY LAST STRATEGY One engine. Every candle. Every session. Phase 1 – Limited Release Only 25  copies left. Once all copies are sold, this product will be delisted and no longer available for purchase. All Phase 1 buyers are invited to our private Discord server , where they receive continued updates, optimizations, and direct feedback support. Contact us after purchasing the product for comprehensive instructions and guidance on how to use one of our Slap all News products. TEN YEARS, DISTILLED
Gold Neural Core
TICK STACK LTD
5 (3)
Gold Neural Core — Hyper-Scalping Grid System for XAUUSD Learn how I personally manage risk when using grid systems:  https://www.mql5.com/en/blogs/post/767250 Join my open group for questions related to any of my products:  https://www.mql5.com/en/messages/014beab2560cdc01 Read the user guide to any TickStack grid system:  https://www.mql5.com/en/blogs/post/767232 Gold Neural Core is a high-frequency grid trading system engineered specifically for gold (XAUUSD), combining momentum and trend-bas
Mavrik Scalper
Vladimir Lekhovitser
4 (1)
Canlı işlem sinyali İşlem faaliyetlerinin herkese açık gerçek zamanlı takibi: https://www.mql5.com/tr/signals/2378119 Resmî bilgiler Satıcı profili Resmî kanal Kullanıcı kılavuzu Kurulum talimatları ve kullanım yönergeleri: Kullanıcı kılavuzunu aç Mavrik Scalper, Hybrid Attention sinir ağı mimarisi üzerine geliştirilmiş yeni nesil bir Expert Advisor’dır. Önceden tanımlanmış işlem kurallarına dayanan geleneksel algoritmik stratejilerin aksine, Mavrik Scalper piyasa davranışının birden
Gold House MT5
Chen Jia Qi
4.73 (56)
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
Smart Gold Impulse
Barbaros Bulent Kortarla
4 (6)
Smart Gold Impulse, özel bir erken erişim lansman aşamasıyla şu anda satışa sunulmuştur. Bu, şu anda Ultima Markets canlı sinyal hesabımda kullandığım ve etkileyici sonuçlar aldığım bir EA'dir (Uzman Danışman). Smart Gold Impulse'ın gerçek piyasa koşullarında şimdiden ne kadar güçlü bir potansiyel gösterdiğini, Ultima canlı sinyal sonuçları üzerinden güncel performansıyla kontrol edebilirsiniz. Ultima canlı sinyal hesabımda kullanılan ayar dosyasının (set file) birebir aynısı, yalnızca Smart Go
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)
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
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
4.8 (127)
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
Cortex Aurex
Vladimir Mametov
5 (2)
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 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 – MetaTrader 5 için geliştirilmiş bir Altın Expert Advisor'dır. 6 entegre strateji katmanı, her işlemde önceden belirlenmiş Stop Loss ve Martingale, Recovery sistemleri veya Grid Trading kullanmayan temiz bir işlem yapısı sunar. Herkese Açık Canlı Sinyal: $500 Başlangıç, Sabit 0.02 Lot, %500+ Büyüme, 20 Hafta Canlı İşlem Herkese açık canlı sinyal, SixtyNine EA 'nın en önemli performans kanıtıdır. Hesap $500 bakiye ile başlatılmış, her işlemde sabit 0.02 lot kullanılmış ve 20 haftad
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)
EURUSD ve BTCUSD için AI Scalping EA Promosyon EA şu anda indirimli fiyatla sunulmaktadır. Bu fiyattan yalnızca 3 yer kaldı. İndirim dönemi bittikten sonra normal fiyat $1999 olacaktır. Güncellemeler için herkese açık gruba katılabilirsiniz. EA'yı satın aldıktan sonra özel gruba da katılabilirsiniz. Erişim için lütfen bana mesaj gönderin. Gruba katıl: buraya tıklayın Girdi rehberi: tam rehberi aç Ayar dosyası: önerilen setfile dosyasını indir Canlı sinyaller: [ Click Here ] Beğenebileceğiniz diğ
Vex Gold EA
Lars Laeremans
5 (6)
VEX 2.00 is here. Now prop firm ready. 4 Months stable Live signal Now upgraded with an optional Prop Firm Mode. No grid. No martingale. One position at a time Live Trading Signal: BlackBull Live Signal   BlackBull Live HIGH risk New public channel with upcoming updates and broker-by-broker comparisons https://www.mql5.com/en/channels/vexgoldea Setup instructions and usage guidelines View user manual Defined rules. Fixed risk. One position at a time. No AI, no machine learning, no
Yazarın diğer ürünleri
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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