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Linear Regression Channel Breakouts with Dynamic ATR Stops

Article Strategy library · Author: ChaoZhang

Summary

This strategy combines a shifted linear regression center line with upper and lower price bands. A close above the upper band sets a long bias, while a close below the lower band sets a short bias; the latest direction change determines which signal is active. The published settings use a 25-period regression with a shift of 5, bands set 6% from the center line, and an ATR stop based on a 1-period ATR multiplied by 2.

The stop is calculated from the close when a directional signal occurs and retained until an opposing signal resets it. The document provides the strategy rules, parameter values, and a backtest configuration for BTC/USDT futures, but reports no performance results. It also flags parameter sensitivity and false breakouts, suggesting testing alternate regression and ATR settings or adding confirmation such as volume. These proposals are not validated by evidence in the document; the stated backtest configuration alone does not establish robustness or profitability.

Key ideas

  • A shifted linear regression line serves as the center of a channel bounded by percentage offsets from price.
  • A close outside either band establishes the corresponding long or short direction until the opposite breakout.
  • The stop distance is based on ATR and is anchored to the close when a directional signal occurs.
  • The document identifies narrow channel settings, ATR choices, and false breakouts as issues requiring further evaluation.

Tags

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.