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Strategy research2026-10-22 · source note updated 2026-10-22 20:26 (UTC+8)

Multi-year out-of-sample test: the 4-hour EMA20/50 rule shows no stable edge (Oct 22)

Summary translated from the team's Chinese research notes. It covers virtual-money paper experiments only. Any directional views are research observations, not investment advice or trade signals.

One-line conclusion: neither the long-only nor the short-only version shows a stable positive edge out of sample. Data: HTX 4-hour perpetual candles from Dec 2020 to Oct 2026 (about 5.9 years), parameters frozen (EMA20/50, EMA200 filter, 2×ATR stop), 0.6% round-trip costs plus actual funding.

Long-only Short-only (control)
Trades / win rate 64 / 25.0% 77 / 26.0%
Total return after costs and funding +97.2% (12.3%/yr) −12.1% (−2.2%/yr)
Max drawdown −58.5% −68.1%
Last third of the sample −11.2% (22 trades) +45.5% (26 trades)
Holding ETH, same period +329.8%

Full original (Chinese, with internal paths and personal details removed): read in Chinese →