KNN-Rank Fractal Breakout system

Family: hybrid · Regime: trending · Complexity: medium · Asset classes: Forex, Equities, Indices · Timeframes: H1, H4, D1

Thesis

Market trends are most sustainable when momentum (CCI) aligns with a non-linear smoothed trend (KNN) while price is not yet at a statistical rank extreme (RCI). By entering only on breakouts of consolidation (Boxline) and targeting fractal support/resistance (Murrey Math), we exploit the tendency of price to move between structural nodes once a direction is confirmed by multiple mathematical lenses.

Components

• Rank Correlation Index (regime) — Defines the cyclical regime; entries are only permitted when the market is not in an extreme 'overbought' Spearman state for longs, or 'oversold' for shorts, avoiding late-cycle entries.
• AI Trend Navigator [K-Neighbor] (direction) — Uses non-linear smoothing to dictate the primary trade direction, filtering out high-frequency noise that traditional EMAs often fail to ignore.
• CCI Arrows (entry) — Acts as the precise momentum trigger; the zero-line cross represents the point where price velocity shifts in favor of the KNN-defined trend.
• Murrey Math Line X (exit) — Provides objective, fractal-based price targets (e.g., the 8/8 'Hardest Resistance' or +2/8 'Overshoot' levels) which are independent of recent volatility.
• Boxline (Range Breakout) (risk) — Provides a structural floor (for longs) or ceiling (for shorts) based on the most recent consolidation zone, ensuring stops are placed behind realized market structure.

Known failure conditions

• KNN prediction remains flat or oscillates rapidly during CCI signals.
• RCI stays 'embedded' at extremes (±90) for more than 20 bars, indicating a parabolic move where mean-reversion exits (Murrey) are hit too early.
• Boxline ranges exceed 3x the Average True Range (ATR), indicating volatility too high for the fixed Murrey intervals.

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