Bitcoin Trend Breakouts Using a Gaussian Channel and Stochastic RSI

Summary

This long-only Bitcoin strategy combines a filtered Gaussian channel with Stochastic RSI. It enters when the channel filter is rising, the close breaks above the upper band, and the oscillator is either above an overbought threshold or below an oversold threshold. The latter condition is intended to allow both strong momentum breakouts and dips within an uptrend. A bullish candle filter and a breakout buffer are optional. The strategy exits if price falls below the upper band or the channel filter turns down, with an optional stop at the lower band.

The script specifies daily bars, next-bar-open order processing, percentage commissions, slippage, and a date range, providing assumptions relevant to interpreting any backtest. Its comments report that bullish-candle confirmation and positive breakout buffers did not improve the BTC version, while the stated trend regime is vulnerable to choppy markets. No complete performance statistics are included in the supplied text, so the parameter claims cannot be assessed independently here. Results should not be presumed to transfer to other assets or timeframes.

Key ideas

• The strategy enters long when a rising Gaussian filter coincides with a close above the channel's upper band.
• Stochastic RSI can qualify either high momentum or an oversold reading as an entry condition.
• Exits occur on a close below the upper band or a downward turn in the filter, with an optional lower-band stop.
• The script models next-bar-open fills and includes commission and slippage assumptions.
• The document describes the approach as trend-regime dependent and reports no benefit from some optional BTC filters.

Tags

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