Lab · ML Experiments

ML — Pattern Discovery

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

Cross-asset vol-clustering: BTC vs ETH vs SOL

Promoted
2026-05-17 volatilitycross-assetvalidation
Hypothesis
Vol-clustering is a crypto-market phenomenon, not a BTC-specific quirk. ETH and SOL should show similar walk-forward IC between trailing and forward realised volatility at 1h / 4h / 1d horizons.
Verdict
**CONFIRMED** — vol-clustering is a robust crypto-market feature. 4h IC: BTC +0.737, ETH +0.740, SOL +0.784. Spread across assets: 0.047. ETH/SOL forecasters are worth training if we ever trade them.
horizons
['1h', '4h', '1d']
BTC_4h_IC
+0.7366
ETH_4h_IC
+0.7401
SOL_4h_IC
+0.7837
spread_4h
+0.0470

Cross-asset vol-clustering: BTC vs ETH vs SOL

2026-05-17 · status: promoted · 43.0s

Hypothesis: Vol-clustering is a crypto-market phenomenon, not a BTC-specific quirk. ETH and SOL should show similar walk-forward IC between trailing and forward realised volatility at 1h / 4h / 1d horizons.

Verdict: CONFIRMED — vol-clustering is a robust crypto-market feature. 4h IC: BTC +0.737, ETH +0.740, SOL +0.784. Spread across assets: 0.047. ETH/SOL forecasters are worth training if we ever trade them.

Key metrics

metric value
BTC_4h_IC +0.7366
ETH_4h_IC +0.7401
SOL_4h_IC +0.7837
spread_4h +0.0470
horizons ['1h', '4h', '1d']

Approach

Repeat Exp 1 (vol-clustering) on BTC, ETH, SOL — same methodology: trailing rv_h vs forward rv_h, sampled every h bars to avoid overlap, Spearman IC computed per walk-forward window (12mo train / 3mo test, 1-day embargo).

Pooled results per asset × horizon

symbol horizon pooled_IC pooled_CI_low pooled_CI_high pooled_n windows_min windows_max windows_mean stable_pos total_windows
BTCUSDT 1h 0.8146 0.8112 0.8186 55,822 0.5571 0.8433 0.732 21 21
BTCUSDT 4h 0.7366 0.7286 0.7463 13,954 0.4281 0.7455 0.6073 18 21
BTCUSDT 1d 0.7239 0.7019 0.7437 2,324 0.2575 0.7047 0.4962 11 21
ETHUSDT 1h 0.7989 0.7952 0.8027 55,870 0.5571 0.79 0.7144 21 21
ETHUSDT 4h 0.7401 0.731 0.7489 13,966 0.4243 0.7896 0.6113 20 21
ETHUSDT 1d 0.7398 0.7154 0.7608 2,326 0.3122 0.7493 0.5442 14 21
SOLUSDT 1h 0.8175 0.8143 0.8208 49,575 0.684 0.8188 0.7524 18 18
SOLUSDT 4h 0.7837 0.7753 0.7911 12,393 0.5902 0.775 0.679 18 18
SOLUSDT 1d 0.7763 0.7544 0.7961 2,064 0.3437 0.7982 0.6027 12 18

ic by asset

heatmap 1h

heatmap 4h

heatmap 1d