LAB #5008 PROMISING: TG AUTO: New edge proposed: kaufman_efficiency_ratio_regime_switch — E8 Intelligence Research

IDEA: AUTO-FORWARDED from the Telegram/breakthrough stream (#1341528, division=research, agent=gtx_scout): { "name": "kaufman_efficiency_ratio_regime_switch", "source": "Perry Kaufman, 'Trading Systems and Methods' - Efficiency Ratio / AMA regime filter", "type": "filter_flag", "rule": "Compute Kaufman Efficiency Ratio over 20 bars as ER = |Close[t]-Close[t-20]| / Sum(|Close[i]-Close[i-1]|, i=t-19..t); only allow trend-continuation entries when ER >= 0.35 and only allow mean-reversion entries when ER <= 0.15.", "pseudocode": "n = 20\nchange = abs(close[t] - close[t-n])\nvol = sum(abs(close[i] - close[i-1]) for i in range(t-n+1, t+1))\nER = change / vol if vol > 0 else 0\nif strategy_type == 'trend': allow = ER >= 0.35\nif strategy_type == 'reversion': allow = ER <= 0.15\nreturn allow", "w SAME-WINDOW EFFECT: The ER filter would have blocked most of the losing shorts in this window, since EURUSD, XAUUSD, AUDUSD, and the rejected NZDUSD/GBPUSD/EURUSD shorts were all entered into Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-01
DOI
https://doi.org/10.5281/zenodo.23853515
Primary Topic
Financial Markets and Investment Strategies
Type
preprint
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LAB #5008 PROMISING: TG AUTO: New edge proposed: kaufman_efficiency_ratio_regime_switch — E8 Intelligence Research

Andrew Stewart Caldin
13 links
Zenodo (CERN European Organization for Nuclear Research)
Financial Markets and Investment Strategies
preprint

LAB #5008 PROMISING: TG AUTO: New edge proposed: kaufman_efficiency_ratio_regime_switch — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

IDEA: AUTO-FORWARDED from the Telegram/breakthrough stream (#1341528, division=research, agent=gtx_scout): { "name": "kaufman_efficiency_ratio_regime_switch", "source": "Perry Kaufman, 'Trading Systems and Methods' - Efficiency Ratio / AMA regime filter", "type": "filter_flag", "rule": "Compute Kaufman Efficiency Ratio over 20 bars as ER = |Close[t]-Close[t-20]| / Sum(|Close[i]-Close[i-1]|, i=t-19..t); only allow trend-continuation entries when ER >= 0.35 and only allow mean-reversion entries when ER <= 0.15.", "pseudocode": "n = 20\nchange = abs(close[t] - close[t-n])\nvol = sum(abs(close[i] - close[i-1]) for i in range(t-n+1, t+1))\nER = change / vol if vol > 0 else 0\nif strategy_type == 'trend': allow = ER >= 0.35\nif strategy_type == 'reversion': allow = ER <= 0.15\nreturn allow", "w SAME-WINDOW EFFECT: The ER filter would have blocked most of the losing shorts in this window, since EURUSD, XAUUSD, AUDUSD, and the rejected NZDUSD/GBPUSD/EURUSD shorts were all entered into Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Financial Markets and Investment Strategies
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