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.

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).