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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Sem truques. Sem promessas vazias. O Silent Exit foi desenvolvido para traders focados em um único objetivo: desempenho consistente .  Todos os pares Major incluídos:  EURUSD,USDCAD,USDJPY,NZDUSD,USDCHF,AUDUSD,GBPUSD Seja para enfrentar um desafio de prop trading ou gerenciar fundos de clientes, este EA mantém a disciplina — e produz resultados. Link do SIGNAL: https://www.mql5.com/en/signals/2388541 Lembre-se de que esta é uma conta Darwinex Zero de 100k e eu não depositei 100k. Ela serve ape
Lizard
Marco Scherer
4.22 (50)
O que é o Lizard? O Lizard é um Expert Advisor totalmente automático para XAUUSD (ouro) no MetaTrader 5. Ele utiliza um sistema de rompimento de swing com várias estratégias: o Expert Advisor identifica níveis estruturais importantes no gráfico e coloca ordens stop pendentes em pontos de entrada calculados. Sem martingale, sem grid, sem aumentar posições no prejuízo. Cada operação é aberta com stop loss e take profit definidos e depois gerida por um sistema de saída de várias camadas, sem interr
Zerqon EA
Vladimir Lekhovitser
3.47 (34)
Sinal de negociação ao vivo Monitoramento público em tempo real da atividade de negociação: https://www.mql5.com/pt/signals/2372719 Informações oficiais Perfil do vendedor Canal oficial Manual do usuário Instruções de configuração e uso: Ver manual do usuário Zerqon EA e um Expert Advisor adaptativo desenvolvido especificamente para negociacao em XAUUSD. A estrategia e baseada em um modelo de rede neural Deep LSTM integrado atraves de ONNX, permitindo que o sistema processe o comportam
Quantum Athena X
Bogdan Ion Puscasu
5 (11)
Controle mais inteligente. Precisão refinada. Bem-vindo ao Quantum Athena X — a próxima geração do sistema de negociação de OURO focado, que se baseia na precisão, eficiência e execução disciplinada do Quantum Athena. O Quantum Athena X foi desenvolvido com base no mesmo mecanismo central simplificado e nas mesmas 6 estratégias cuidadosamente selecionadas do Quantum Athena. Cada estratégia foi refinada e otimizada individualmente para as condições atuais do mercado de OURO, enquanto o novo e
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Bogdan Ion Puscasu
4.96 (219)
Quantum King EA — Poder Inteligente, Refinado para Cada Trader IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. Preço especial de lançamento Sinal ao vivo:       CLIQUE AQUI Versão MT4:   CLIQUE AQUI Canal Quantum King:       Clique aqui ***Compre o Quantum King MT5 e você poderá ganhar o Quantum StarMan de graça!*** Peça mais detalhes em particular! Controle   suas negociações com precisão e disciplina. O Q
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
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Jorge Luiz Guimaraes De Araujo Dias
4.39 (138)
Menos trades. Trades melhores. Consistência acima de tudo. • Sinal ao Vivo Modo 1   Sinal ao Vivo Mode 2 Twister Pro EA é um Expert Advisor de scalping de alta precisão desenvolvido exclusivamente para XAUUSD (Ouro) no timeframe M15. Opera menos — mas quando opera, é com propósito. Cada entrada passa por 5 camadas independentes de validação antes de uma única ordem ser aberta, resultando em uma taxa de assertividade extremamente alta no SET Padrão. DOIS MODOS : • Mode 1 (recomendado) — Altí
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)
Este é um Expert Advisor totalmente automatizado para MetaTrader 5, desenvolvido especificamente para operar o índice US30 . Sua lógica de negociação foi criada com base no comportamento dinâmico dos principais índices de ações: fortes movimentos direcionais, pullbacks intradiários e períodos de alta volatilidade. O EA automatiza as operações em um ambiente onde velocidade de execução, disciplina e gerenciamento eficiente das posições são fundamentais. O sistema é focado em uma gestão disciplina
Gold Snap
Chen Jia Qi
4.58 (24)
Gold Snap — Sistema de captura rápida de lucros no ouro Gold Snap v2.1 Einführungsangebot: Die ersten 10 unbefristeten Lizenzen sind für nur 599 USD erhältlich, einschließlich eines kostenlosen internen EAs zur persönlichen Nutzung. Nur noch 7 Lizenzen verfügbar. Das Angebot endet nach 7 Tagen oder sobald alle Lizenzen verkauft sind, je nachdem, was zuerst eintritt. Regulärer Preis: 999 USD. Sinal ao vivo: https://www.mql5.com/en/signals/2362714 Sinal ao vivo 2: https://www.mql5.com/en/signals/
Aura Gold Pro Edition
Stanislav Tomilov
5 (2)
Construído para dominar o mercado de ouro. Informações oficiais Perfil do vendedor Canal oficial Guia do Usuário PREÇO LIMITADO — $799 Aura Gold Pro Edition está disponível por $799 até o final de setembro. A partir de 1º de outubro, o preço aumentará para $999 — garanta sua cópia antes do aumento. Sinal de negociação ao vivo  Roboforex   https://www.mql5.com/en/signals/2366593 FPMarkets   https://www.mql5.com/en/signals/2358523 ICTrading   https://www.mql5.com/en/signals/2380859 Descrição Aura
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: $249 If you’ve traded Gold (XAUUSD), you already know the problem: most automated EAs rely on dangerous grids, martingale, or cost-averaging that look great until one big trend wipes out the account. SwingForge Gold was built on the opposite philosophy: strict risk management and pure price action. It trades confirmed swing breakouts using pending stop orders. Every sin
Gold Bomb
Aleksandr Makarov
5 (1)
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SomaGold
Andrii Soma
5 (10)
SomaGold é um Expert Advisor multiestratégia de breakout para MetaTrader 5, feito exclusivamente para ouro (XAUUSD). Um gráfico, um EA, 32 estratégias independentes rodando juntas como um único portfólio diversificado. Sinal ao vivo. Este é o meu primeiro EA publicado na MQL5. Para torná-lo acessível no lançamento, uso um modelo transparente de preço escalonado: Preço de lançamento: 100 USD O preço aumenta 100 USD a cada 10 cópias vendidas Compradores antecipados garantem o menor preço durante t
Range Breakout EA with Range Filters
Jimmy Peter Eriksson
4.57 (23)
ATUALIZAÇÃO: Próximo preço: US$ 699, Preço final: US$ 999 Se você valoriza a honestidade e um sistema de negociação real, construído para operar em tempo real, e não apenas um backtest de linha reta com aparência perfeita que pode acabar levando à perda total da sua conta, então esta pode ser a opção ideal para você. Sem Martingale / Sem Grade 22 meses de sinal ativo +300% de crescimento ao vivo [Sinal ao Vivo]    |    [Resultados FTMO]    |    [Portfólio Principal]  |    [Guia de Backtesting]
Atherion Zenith AI EA
Valentina Zhuchkova
AETHERION ZENITH AI EA A evolução da automação precisa para o trading de ouro Sinal público ao vivo para monitoramento em tempo real: https://www.mql5.com/ru/signals/2381671 Oferta limitada de lançamento As primeiras 7 cópias estão disponíveis por apenas $259 . Assim que essas cópias forem vendidas, o preço aumentará imediatamente em $100 — para $359 . Esta oferta introdutória é destinada a traders que desejam entrar no Aetherion Zenith AI EA na fase inicial e acompanhar a evolução do sistema at
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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Better Trader Every Day
5 (1)
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HMM a Hidden Markov Model EA
Better Trader Every Day
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Risk Parity Portfolio
Better Trader Every Day
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
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