Lab · ML Experiments

ML — Pattern Discovery

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

Vol × Session (Asia/EU/US): broader bucket sibling of vol×hour

Dropped
2026-05-17 seasonalityregimeinteractionsession
Hypothesis
At least one (vol_regime × session × weekend) cell produces systematically non-zero forward 4h returns walk-forward — sample size per cell roughly 8× larger than the per-hour analysis, which may surface a signal that 24-hour slicing averaged into noise.
Verdict
**DEAD** — strongest cell only **+10.2 bps** (t **+1.69**). Session aggregation didn't recover a signal — confirms the vol×time class is honestly closed.
n_cells
9
n_robust
0
n_windows
21
strongest_cell
vol_Q3 × US × weekday
strongest_t_stat
+1.6850
strongest_mean_bps
+10.2087
strongest_stability
+0.6667

Vol × Session (Asia/EU/US): broader bucket sibling of vol×hour

2026-05-17 · status: dropped · 0.9s

Hypothesis: At least one (vol_regime × session × weekend) cell produces systematically non-zero forward 4h returns walk-forward — sample size per cell roughly 8× larger than the per-hour analysis, which may surface a signal that 24-hour slicing averaged into noise.

Verdict: DEAD — strongest cell only +10.2 bps (t +1.69). Session aggregation didn't recover a signal — confirms the vol×time class is honestly closed.

Key metrics

metric value
n_cells 9
n_robust 0
strongest_cell vol_Q3 × US × weekday
strongest_mean_bps +10.2087
strongest_t_stat +1.6850
strongest_stability +0.6667
n_windows 21

Approach

3 sessions (Asia 0-8 UTC, EU 8-16 UTC, US 16-24 UTC) × 3 vol regimes × 2 weekday/weekend flag = 18 cells. One observation per session per day (anchor at mid-session hour 4/12/20 UTC) → within-cell obs are exactly 24h apart, independent samples.

Promote gate: ≥ 1 cell with pooled |mean fwd-4h| > 20 bps, |t-stat| > 2.0, stability ≥ 70% across walk-forward windows that have ≥ 30 obs in the cell.

All cells (sorted by |mean|)

cell n_total n_windows mean_bps se_bps t_stat stability
vol_Q3 × US × weekday 606 12 10.2 6.06 1.69 0.67
vol_Q3 × Asia × weekday 293 7 9.7 8.83 1.1 0.57
vol_Q1 × EU × weekday 457 11 -8.2 6.13 -1.34 0.64
vol_Q2 × EU × weekday 187 5 -8.2 11.57 -0.71 0.8
vol_Q2 × US × weekday 105 3 6.6 9.49 0.69 0.67
vol_Q1 × US × weekday 39 1 5.9 8.59 0.69 1
vol_Q2 × Asia × weekday 142 4 4 7.15 0.56 0.75
vol_Q1 × Asia × weekday 248 6 3 4.03 0.75 0.67
vol_Q3 × EU × weekday 176 4 1.3 18.4 0.07 0.75

Robust cells

None — no cell passes all three gates.

heatmaps