Lab · ML Experiments

ML — Pattern Discovery

Inverted workflow: find conditional edges in BTC data first, build strategies second.
55 experiments

Pyramiding Hold-out — step1.0/stop3.0/regime auf ungesehenen Fenstern

Confirmed
2026-06-12 sizingpyramidingholdoutvalidationdonchian
Hypothesis
Die in G5 selektierte Variante (pyramid_step_atr=1.0, pyramid_stop_mult=3.0, regime_gate=1, max_units=3) schlägt die Baseline auch out-of-selection: Return höher UND Max-DD <= 1.6x Baseline in >= 2/3 der Hold-out-Fenster 2020/2021/2023.
Verdict
**HOLD-OUT BESTANDEN** — die fixierte Variante gewinnt 3/3 ungesehene Fenster (Return höher, Max-DD <= 1.6x Baseline). Selection-Risiko aus G5 entkräftet; deploy-würdig nach Peters Freigabe.
gate
return > baseline AND max_dd <= 1.6x baseline in >= 2/3
sizing
{'max_position_pct': 1.0, 'position_size_pct': 1.0}
variant
{'pyramid_step_atr': 1.0, 'pyramid_max_units': 3, 'pyramid_stop_mult': 3.0, 'pyramid_regime_gate': 1}
windows
['COVID_2020', 'BULL_2021', 'CHOP_2023']
holdout_wins
3/3

Pyramiding Hold-out — step1.0/stop3.0/regime auf ungesehenen Fenstern

2026-06-12 · status: confirmed · 4.8s

Hypothesis: Die in G5 selektierte Variante (pyramid_step_atr=1.0, pyramid_stop_mult=3.0, regime_gate=1, max_units=3) schlägt die Baseline auch out-of-selection: Return höher UND Max-DD <= 1.6x Baseline in >= 2/3 der Hold-out-Fenster 2020/2021/2023.

Verdict: HOLD-OUT BESTANDEN — die fixierte Variante gewinnt 3/3 ungesehene Fenster (Return höher, Max-DD <= 1.6x Baseline). Selection-Risiko aus G5 entkräftet; deploy-würdig nach Peters Freigabe.

Key metrics

metric value
holdout_wins 3/3
variant {'pyramid_step_atr': 1.0, 'pyramid_stop_mult': 3.0, 'pyramid_max_units': 3, 'pyramid_regime_gate': 1}
sizing {'position_size_pct': 1.0, 'max_position_pct': 1.0}
windows ['COVID_2020', 'BULL_2021', 'CHOP_2023']
gate return > baseline AND max_dd <= 1.6x baseline in >= 2/3

COVID_2020 — WIN

variant trades adds return_pct ann_pct max_dd_pct sharpe win_rate profit_factor
baseline 62 0 49.15 48.99 10.41 4.6 0.484 1.95
pyramid/regime 62 10 58.15 57.95 10.07 4.605 0.468 1.982

BULL_2021 — WIN

variant trades adds return_pct ann_pct max_dd_pct sharpe win_rate profit_factor
baseline 63 0 -15.23 -15.23 16.68 -1.683 0.381 0.781
pyramid/regime 63 2 -14.79 -14.79 17.2 -1.609 0.365 0.789

CHOP_2023 — WIN

variant trades adds return_pct ann_pct max_dd_pct sharpe win_rate profit_factor
baseline 55 0 16.81 16.81 8.99 2.332 0.436 1.421
pyramid/regime 55 24 39.03 39.03 9.84 3.014 0.418 1.665