Gold Markovify

Gold Markovify is a quantitative trading system designed to identify and exploit structural market regimes using Hidden Markov Models (HMM). Unlike traditional indicators that rely on linear moving averages, this engine utilizes a probabilistic approach to determine the hidden states of price action. It is specifically developed for instruments with high volatility and non-linear distribution, such as Gold and Silver.

Quantitative Core

The system operates by training a Baum-Welch HMM engine on historical price data to categorize the market into discrete hidden states. Each state represents a different market environment, such as trending or mean-reverting. By applying Adaptive Fractional Differentiation, the engine removes market noise while preserving the long-term memory dependencies of the price series.

Volatility and Risk Management

Gold Markovify incorporates a GARCH(1,1) parameter estimation module to forecast conditional volatility. This allows the system to adjust stop-loss and take-profit levels dynamically based on current market risk. The execution pipeline is governed by a multi-gate risk management system that evaluates spread-to-ATR ratios and global exposure limits across multiple instances of the EA.

Metal Hardening Features

The engine includes specialized logic for Gold and Silver trading. The Trap-Guard module analyzes price wicks to identify exhaustion levels and potential stop-hunting behavior before trade execution. Additionally, a divergence filter monitors the correlation between Gold and Silver to confirm institutional commitment to a directional move.

Operational Inputs

The parameters are organized into logical blocks for ease of configuration.

Main Settings

  • Threshold: The probability level required to trigger a trade signal.
  • HMM States: The number of hidden states the model identifies during training.
  • Magic Number: A unique identifier for trades to prevent interference with other robots.

Quantitative Calibration

  • Hurst Minimal: The minimum Hurst exponent value required to confirm a trending regime.
  • Confidence Min: The minimum Bayesian confidence score needed for execution.
  • Viterbi Filter: Enables the Viterbi algorithm for state sequence verification.

Risk Management

  • Risk Percent: The percentage of account equity at risk per trade.
  • ATR Period: The lookback window for volatility normalization.
  • Max Spread: The maximum allowed spread in points before the trade is blocked.
  • Global Max Lot: The maximum cumulative volume allowed across all instances of the EA.

Hardening and Safety

  • Spike Filter: Blocks trades if the current candle range exceeds a multiplier of the ATR.
  • Divergence Sync: Enables correlation checking between Gold and Silver.
  • Equity Recovery: Automatically scales down trade volume when the account is in a drawdown.

Requirements and Recommendations

  • Symbol: Optimized for XAUUSD and XAGUSD.
  • Timeframe: M15 or H1 is recommended for balanced signal frequency.
  • Modeling: For the Strategy Tester, please use Every tick based on real ticks to ensure accurate GARCH calculations.
  • Account: A hedging account is required for the stealth execution logic to function correctly.

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