Backtest & Ablation Study

Feature group contribution study · Section 8.2 · Full System

Projected values · Train models for live results
Ablation Study — Section 8.2
Click row to view equity curve
ExperimentFeaturesDir. AccuracyF1 MacroSharpeMax Drawdown
Baseline
OHLCV only
7
51.2%0.480.31-28.4%
+ Order Book
OHLCV + LOB (15 features)
15
55.1%0.520.68-22.1%
+ Derivatives
OHLCV + LOB + Futures (24)
24
58.7%0.550.92-18.6%
Full System
All 45 microstructure features
45
62.3%0.591.14-14.2%
Equity Curve
Full System
Return: +100.4%Sharpe: 1.14
Drawdown
Max: -14.2%
Thesis Contribution — Section 8.2

Ablation study isolating statistical contribution of each data layer. Answers: "Does microstructure data improve prediction beyond OHLCV baselines?" · Sharpe ≥ 1.0 (Full System) meets publication-quality standards. RunPOST /predictions/training/triggerto populate with real trained values.