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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AI Quantum Scalper — L’Evoluzione dell’Esecuzione Intelligente Precisione. Intelligenza. Dominio Multi-Mercato. SCARICA SETFILE  | GUIDA INPUT | GUIDA ALL’INSTALLAZIONE Promotion: Prezzo scontato: Il prezzo aumenta di **50 USD al giorno durante il periodo promozionale**. Prezzo a fasi: Dopo i primi 100 clienti, il prezzo aumenterà a **999.99 USD** e continuerà a salire gradualmente fino a **4999.99 USD** nel tempo. Offerta speciale: Acquista AI Quantum Scalper oggi per avere la possibilità di
PrizmaL Gravity
Vladimir Lekhovitser
Segnale di trading in tempo reale Monitoraggio pubblico in tempo reale dell’attività di trading: https://www.mql5.com/it/signals/2364406 Informazioni ufficiali Profilo del venditore Canale ufficiale Manuale utente Istruzioni di configurazione e utilizzo: Apri manuale utente PrizmaL Gravity rappresenta una nuova generazione di Expert Advisor sviluppati tramite addestramento con reti neurali all’interno di un ambiente strutturato di scalping semplificato. Il sistema è stato addestrato su
Nano Machine
William Brandon Autry
5 (7)
Nano Machine GPT Version 2 (Generation 2) – Intelligenza Persistente di Pullback Abbiamo avviato questo cambiamento alla fine del 2024 con Mean Machine, uno dei primissimi sistemi a portare una vera IA di frontiera nel trading retail forex dal vivo. Nano Machine GPT Version 2 è la prossima evoluzione in questa linea. La maggior parte degli strumenti di IA risponde una volta e dimentica tutto. Nano Machine GPT Version 2 no. Ricorda ogni setup di pullback analizzato, ogni ingresso eseguito, ogni
AI Gold Sniper MT5
Ho Tuan Thang
4.27 (59)
Optimize your trading environment: To get the best results matching the live signal, it is highly recommended to use a reliable True ECN broker with low latency and tight spreads. Because Forex liquidity varies, choosing a robust broker ensures the algorithm can execute trades with maximum precision. LIVE SIGNAL & COMMUNITY Live Performance (More than 7 months):  View AI Gold Sniper Live Signal Forex EA Trading Channel:  Join my community of over 15,000 members for the latest updates and support
Karat Killer
BLODSALGO LIMITED
4.71 (31)
Pura Intelligenza sull'Oro. Validato Fino al Nucleo. Karat Killer   non è l'ennesimo EA sull'oro con indicatori riciclati e backtest gonfiati — è un   sistema di machine learning di nuova generazione   costruito esclusivamente per XAUUSD, validato con metodologia di grado istituzionale e progettato per trader che apprezzano la sostanza rispetto allo spettacolo. LAUNCH PROMOTION - LIMITED TIME OFFER   Price increases every 24 hours at 10:30 AM Cyprus time.   Secure the lowest price today before t
Golden Hen EA
Taner Altinsoy
4.51 (55)
Panoramica Golden Hen EA è un Expert Advisor progettato specificamente per XAUUSD (Oro). Funziona combinando nove strategie di trading indipendenti, ognuna innescata da diverse condizioni di mercato e intervalli temporali (M5, M30, H2, H4, H6, H12, W1). L'EA è progettato per gestire automaticamente i suoi ingressi e i filtri. La logica principale dell'EA si concentra sull'identificazione di segnali specifici. Golden Hen EA non utilizza tecniche grid, martingala o di mediazione (averaging) . Tut
Syna
William Brandon Autry
5 (24)
Syna 5 – Intelligenza Persistente. Memoria Reale. Intelligenza di Trading Universale. La maggior parte degli strumenti di IA risponde una volta e dimentica tutto. Ti lasciano a ricominciare da zero ancora e ancora. Syna 5 no. Ricorda ogni conversazione, ogni trade analizzato, perché ha agito, perché è rimasto in disparte e come il mercato ha reagito successivamente. Contesto completo in ogni sessione. Intelligenza cumulativa che si rafforza ad ogni trade. Questo non è l'ennesimo EA con funzioni
SwapSlap
OMG FZE LLC
5 (6)
[ LIVE SIGNALS ]  ,  [ My Channel ]   ,   [ BLOG ]   ,  [ EA Channel ] SWAPSLAP EA Un nuovo EA sviluppato da Huseyin Furkan Öztürk, molto facile da usare grazie alla struttura plug-and-play, creativo e allo stesso tempo molto potente. Il principio di funzionamento dello SwapSlap EA si basa, in breve, sulla generazione di profitti tramite il metodo del carry trade. Questo metodo rappresenta un'opportunità di trading che nasce dal fatto che gli investitori tendono a cambiare posizione durante il
The Gold Phantom
Profalgo Limited
4.46 (24)
PROP FIRM PRONTO! -->   SCARICA TUTTI I FILE DEL SET AVVERTIMENTO: Ne sono rimaste solo poche copie al prezzo attuale! Prezzo finale: 990$ NOVITÀ (a partire da soli 399$)   : scegli 1 EA gratis! (limitato a 2 numeri di account commerciali, uno qualsiasi dei miei EA tranne UBS) Offerta Combo Definitiva     ->     clicca qui UNISCITI AL GRUPPO PUBBLICO:   Clicca qui   Segnale in diretta Segnale in diretta 2 !! IL FANTASMA D'ORO È ARRIVATO !! Dopo l'enorme successo di The Gold Reaper, sono estr
GoldBaron XauUsd EA MT5
Mikhail Sergeev
4.33 (6)
"GoldBaron" è un robot di trading completamente automatico. Progettato per il commercio dell'oro (XAUUSD). Basta impostare un esperto di trading sul grafico orario XAUUSD e vedere il potere di prevedere i prezzi futuri dell'oro. Per un inizio aggressivo, sono sufficienti$100. Deposito consigliato da $ 400. Un anno fa, abbiamo fatto una svolta nello sviluppo di indicatori tecnici azionari. Siamo riusciti a creare un concetto completamente nuovo. Gli indicatori con il suo uso non si adattano alla
Quantum Bitcoin EA
Bogdan Ion Puscasu
4.71 (122)
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
Gold Trade Pro MT5
Profalgo Limited
4.28 (36)
Promo lancio! Sono rimaste solo poche copie a 449$! Prossimo prezzo: 599$ Prezzo finale: 999$ Ottieni 1 EA gratis (per 2 account commerciali) -> contattami dopo l'acquisto Ultimate Combo Deal   ->   click here Live signal:   https://www.mql5.com/en/signals/2084890 Live Signal high risk :  https://www.mql5.com/en/signals/2242498 Live Signal Set Prop Firm Set File JOIN PUBLIC GROUP:   Click here Parameter overview Gold Trade Pro si unisce al club degli EA che commerciano oro, ma con una gran
Gold Neuron
Vasiliy Strukov
5 (7)
Gold Neuron Sistema di trading multistrategia avanzato per XAUUSD Nota bene: abilita "Tutte le strategie" nelle impostazioni, poiché l'EA analizzerà il mercato per individuare la strategia migliore nelle condizioni attuali! Saldo minimo consigliato: $200 per 0,01 lotti Esempio: 0,02 lotti per un saldo di $400, ecc. Gold Neuron EA è un Expert Advisor professionale multi-strategia progettato specificamente per il trading sull'oro (XAUUSD) sul timeframe M15. Il sistema integra 10 strategie di tradi
XIRO Robot MT5
MQL TOOLS SL
4.79 (19)
XIRO Robot is a professional trading system created to operate on two of the most popular and liquid instruments on the market:  GBPUSD, XAUUSD and BTCUSD . We combined two proven and well tested systems, enhanced them with multiple new improvements, optimizations and additional protective mechanisms, and integrated everything into one advanced and unified solution. As a result of this development process, XIRO Robot was created. Robot was designed for traders who are looking for a reliable and
Mad Turtle
Gennady Sergienko
4.59 (87)
Simbolo XAUUSD (Oro / Dollaro USA) Periodo (intervallo di tempo) H1-M15 (qualsiasi) Supporto per operazioni singole SÌ Deposito minimo 500 USD (o equivalente in un’altra valuta) Compatibile con tutti i broker SÌ (supporta quotazioni a 2 o 3 cifre, qualsiasi valuta del conto, simbolo o fuso orario GMT) Funziona senza configurazione SÌ Se sei interessato al machine learning, iscriviti al canale: Iscriviti! Caratteristiche principali del progetto Mad Turtle: Vero apprendimento automatico Questo
Gold Vector Strategy
Adam Zolei
4.67 (3)
Gold Vector Strategy – High win rate XAUUSD Scalper with Precision Breakout and Dynamic Risk Control Live Signals: Blackbull Real  | Vantage Real  | XM Real  | Blueberry Real   |   |   Exness Demo What is the Gold Vector Strategy? Gold Vector Strategy  is an Expert Advisor meticulously engineered for the highly dynamic Gold (XAUUSD) market. Unlike risky systems based on Martingale or Grid , Gold Vector employs a  high win rate scalping methodology  based on precision price action breakouts. The
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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 a Hidden Markov Model EA
Better Trader Every Day
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
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
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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