DPO-Logit Volatility Proximity Trader

Family: hybrid · Regime: trending · Complexity: high · Asset classes: Crypto (ATOMUSDT preferred) · Timeframes: 15m

Thesis

The strategy hypothesizes that ATOMUSDT exhibits cyclical pullbacks within broader volatility-adjusted trends. By using a logistic regression model to assess the probability of a direction change while simultaneously using DPO to time the exit of a short-term cycle, we can capture high-probability trend continuation entries. The MdAE ensures trade entry only occurs when forecast error (volatility) is sufficient to cover costs.

Components

• SuperTrend MT5 (FxGeek) (regime) — Filters for broad trend direction and ensures entries align with higher-timeframe momentum/volatility support.
• Average Force (direction) — Validates that price is positioned favorably within its recent high-low range before commitment.
• Detrended Price Oscillator (DPO) (entry) — Triggers entries on short-term cyclical dips within the established trend (pullbacks).
• Equity Line Projection (exit) — Used as a hard-stop visual utility to manage multi-position symbol equity exits.
• ATOM Coefficient Indicator (logit) (risk) — Provides the final probabilistic filter and the ATR-based multipliers for stop-loss and sizing.
• Median Absolute Error (volatility_filter) — Acts as a volatility floor; ensures the market is moving enough for the DPO cycles to have tradable magnitude.

Known failure conditions

• ATOM Coefficient AUC drops significantly below 0.50 in walk-forward testing.
• Prolonged periods where MdAE remains below transaction costs (spread + slippage).
• Equity Line Projection fails to trigger during high-latency events.

Explore the full interactive blueprint with parameter ranges and evidence on WOBR StrategyVerse, or generate this strategy as an MT4/MT5 Expert Advisor with QuantMogul AI Engine (free download).