Logit-Gated Efficient Trend Continuation
Family: hybrid · Regime: trending · Complexity: high · Asset classes: Crypto (specifically ATOMUSDT) · Timeframes: 15m
Thesis
Price trends on ATOMUSDT are most persistent when the annualized return-to-volatility ratio is positive and the price is breaking out of a consolidation zone. By using a logistic regression model to filter these breakouts, we can isolate high-probability trend legs while using a Stochastic Oscillator to enter on minor pullbacks within the move.
Components
- Annualized ROC / HV Ratios (regime) — Acts as a regime filter to ensure the strategy only operates when price movement is 'efficient' (high return relative to volatility), avoiding high-noise environments.
- Multi-Type Moving Average Sticker (direction) — Defines the primary trend direction using a simple SMA baseline.
- Stochastic Oscillator (entry) — Used as the tactical entry trigger to catch mean-reversion 'dips' or 'peaks' within the established trend.
- Momentum Oscillator (exit) — Signals an exit when the velocity of the price move begins to decelerate, regardless of absolute price level.
- ATOM Coefficient Indicator (logit) (risk) — Provides a machine-learning based probability gate and defines the hard risk parameters (SL/TP) using its internal ATR logic.
- Correlation (confirmation) — Confirms that the current price action is highly correlated with the Moving Average slope, filtering out erratic breakouts.
- Boxline (Range Breakout) (volatility_filter) — Ensures the entry occurs on a breakout of a consolidation zone, preventing entries during low-volatility 'squeeze' phases.
Known failure conditions
- ROC/HV Ratio stays near zero for extended periods, indicating a lack of trend efficiency.
- ATOM Logit model probability (P) remains stuck between 0.45 and 0.55 during clear price moves (model obsolescence).
- Price repeatedly oscillates through the Boxline boundaries without sustained direction.
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).