ATOM Recursive Logit SMC Expansion Strategy
Family: hybrid · Regime: trending · Complexity: high · Asset classes: Crypto (ATOMUSDT.P) · Timeframes: 15m
Thesis
The hypothesis is that ATOMUSDT 15m price action follows identifiable structural patterns (SMC) that are frequently obscured by noise. By using a Recursive Median Filter to identify the 'true' trend and a Logistic Regression model to verify momentum probability, we can isolate high-conviction expansion moves out of consolidation boxes. The edge relies on the specific structural features of the ATOM market (Swing Pressure, FVGs) captured by the logit coefficients.
Components
- Recursive Median Filter (regime) — Provides a noise-filtered trend regime by ignoring price outliers that often trigger false SMC signals.
- TradeEase (direction) — Identifies institutional market structure (BOS/CHoCH) to ensure entries align with directional shifts.
- ATOM Coefficient Indicator (logit) (entry) — Provides a tactical momentum probability score specifically optimized for the ATOM 15m timeframe.
- Ehlers Detrended Synthetic Price (DSP) (exit) — Identifies the exhaustion of the local cycle component to time exits before trend reversals.
- Spread Display and Alert (risk) — Filters out trades during high-volatility/low-liquidity events where transaction costs exceed potential edge.
- silent-s1-box-new-width-151-v20-v1 (confirmation) — Used as a technical confirmation of the charting engine's box rendering stability before executing orders.
- Boxline (Consolidation Zones) (volatility_filter) — Filters for expansion phases by ensuring the entry occurs immediately following a breakout from a consolidation box.
Known failure conditions
- The ATOM Logit model P-value stays between 0.45 and 0.55 for extended periods during high volatility.
- TradeEase BOS/CHoCH signals frequently repaint on the 15m timeframe, leading to 'phantom' entries in backtests.
- The recursive median filter alpha calculation hits a division-by-zero state.
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